{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-title"
    ]
   },
   "source": [
    "# Image features exercise\n",
    "*Complete and hand in this completed worksheet (including its outputs and any supporting code outside of the worksheet) with your assignment submission. For more details see the [assignments page](http://vision.stanford.edu/teaching/cs231n/assignments.html) on the course website.*\n",
    "\n",
    "We have seen that we can achieve reasonable performance on an image classification task by training a linear classifier on the pixels of the input image. In this exercise we will show that we can improve our classification performance by training linear classifiers not on raw pixels but on features that are computed from the raw pixels.\n",
    "\n",
    "All of your work for this exercise will be done in this notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [],
   "source": [
    "import random\n",
    "import numpy as np\n",
    "from cs231n.data_utils import load_CIFAR10\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "\n",
    "%matplotlib inline\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0) # set default size of plots\n",
    "plt.rcParams['image.interpolation'] = 'nearest'\n",
    "plt.rcParams['image.cmap'] = 'gray'\n",
    "\n",
    "# for auto-reloading extenrnal modules\n",
    "# see http://stackoverflow.com/questions/1907993/autoreload-of-modules-in-ipython\n",
    "%load_ext autoreload\n",
    "%autoreload 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "source": [
    "## Load data\n",
    "Similar to previous exercises, we will load CIFAR-10 data from disk."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [],
   "source": [
    "from cs231n.features import color_histogram_hsv, hog_feature\n",
    "\n",
    "def get_CIFAR10_data(num_training=49000, num_validation=1000, num_test=1000):\n",
    "    # Load the raw CIFAR-10 data\n",
    "    cifar10_dir = 'cs231n/datasets/cifar-10-batches-py'\n",
    "\n",
    "    # Cleaning up variables to prevent loading data multiple times (which may cause memory issue)\n",
    "    try:\n",
    "       del X_train, y_train\n",
    "       del X_test, y_test\n",
    "       print('Clear previously loaded data.')\n",
    "    except:\n",
    "       pass\n",
    "\n",
    "    X_train, y_train, X_test, y_test = load_CIFAR10(cifar10_dir)\n",
    "    \n",
    "    # Subsample the data\n",
    "    mask = list(range(num_training, num_training + num_validation))\n",
    "    X_val = X_train[mask]\n",
    "    y_val = y_train[mask]\n",
    "    mask = list(range(num_training))\n",
    "    X_train = X_train[mask]\n",
    "    y_train = y_train[mask]\n",
    "    mask = list(range(num_test))\n",
    "    X_test = X_test[mask]\n",
    "    y_test = y_test[mask]\n",
    "    \n",
    "    return X_train, y_train, X_val, y_val, X_test, y_test\n",
    "\n",
    "X_train, y_train, X_val, y_val, X_test, y_test = get_CIFAR10_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "source": [
    "## Extract Features\n",
    "For each image we will compute a Histogram of Oriented\n",
    "Gradients (HOG) as well as a color histogram using the hue channel in HSV\n",
    "color space. We form our final feature vector for each image by concatenating\n",
    "the HOG and color histogram feature vectors.\n",
    "\n",
    "Roughly speaking, HOG should capture the texture of the image while ignoring\n",
    "color information, and the color histogram represents the color of the input\n",
    "image while ignoring texture. As a result, we expect that using both together\n",
    "ought to work better than using either alone. Verifying this assumption would\n",
    "be a good thing to try for your own interest.\n",
    "\n",
    "The `hog_feature` and `color_histogram_hsv` functions both operate on a single\n",
    "image and return a feature vector for that image. The extract_features\n",
    "function takes a set of images and a list of feature functions and evaluates\n",
    "each feature function on each image, storing the results in a matrix where\n",
    "each column is the concatenation of all feature vectors for a single image."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true,
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Done extracting features for 1000 / 49000 images\n",
      "Done extracting features for 2000 / 49000 images\n",
      "Done extracting features for 3000 / 49000 images\n",
      "Done extracting features for 4000 / 49000 images\n",
      "Done extracting features for 5000 / 49000 images\n",
      "Done extracting features for 6000 / 49000 images\n",
      "Done extracting features for 7000 / 49000 images\n",
      "Done extracting features for 8000 / 49000 images\n",
      "Done extracting features for 9000 / 49000 images\n",
      "Done extracting features for 10000 / 49000 images\n",
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      "Done extracting features for 12000 / 49000 images\n",
      "Done extracting features for 13000 / 49000 images\n",
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      "Done extracting features for 19000 / 49000 images\n",
      "Done extracting features for 20000 / 49000 images\n",
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      "Done extracting features for 38000 / 49000 images\n",
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      "Done extracting features for 40000 / 49000 images\n",
      "Done extracting features for 41000 / 49000 images\n",
      "Done extracting features for 42000 / 49000 images\n",
      "Done extracting features for 43000 / 49000 images\n",
      "Done extracting features for 44000 / 49000 images\n",
      "Done extracting features for 45000 / 49000 images\n",
      "Done extracting features for 46000 / 49000 images\n",
      "Done extracting features for 47000 / 49000 images\n",
      "Done extracting features for 48000 / 49000 images\n",
      "Done extracting features for 49000 / 49000 images\n"
     ]
    }
   ],
   "source": [
    "from cs231n.features import *\n",
    "\n",
    "num_color_bins = 10 # Number of bins in the color histogram\n",
    "feature_fns = [hog_feature, lambda img: color_histogram_hsv(img, nbin=num_color_bins)]\n",
    "X_train_feats = extract_features(X_train, feature_fns, verbose=True)\n",
    "X_val_feats = extract_features(X_val, feature_fns)\n",
    "X_test_feats = extract_features(X_test, feature_fns)\n",
    "\n",
    "# Preprocessing: Subtract the mean feature\n",
    "mean_feat = np.mean(X_train_feats, axis=0, keepdims=True)\n",
    "X_train_feats -= mean_feat\n",
    "X_val_feats -= mean_feat\n",
    "X_test_feats -= mean_feat\n",
    "\n",
    "# Preprocessing: Divide by standard deviation. This ensures that each feature\n",
    "# has roughly the same scale.\n",
    "std_feat = np.std(X_train_feats, axis=0, keepdims=True)\n",
    "X_train_feats /= std_feat\n",
    "X_val_feats /= std_feat\n",
    "X_test_feats /= std_feat\n",
    "\n",
    "# Preprocessing: Add a bias dimension\n",
    "X_train_feats = np.hstack([X_train_feats, np.ones((X_train_feats.shape[0], 1))])\n",
    "X_val_feats = np.hstack([X_val_feats, np.ones((X_val_feats.shape[0], 1))])\n",
    "X_test_feats = np.hstack([X_test_feats, np.ones((X_test_feats.shape[0], 1))])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Train SVM on features\n",
    "Using the multiclass SVM code developed earlier in the assignment, train SVMs on top of the features extracted above; this should achieve better results than training SVMs directly on top of raw pixels."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": [
     "code"
    ]
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "lr 1.000000e-09 reg 5.000000e+04 train accuracy: 0.089796 val accuracy: 0.092000\nlr 1.000000e-09 reg 5.000000e+05 train accuracy: 0.104857 val accuracy: 0.109000\nlr 1.000000e-09 reg 5.000000e+06 train accuracy: 0.131102 val accuracy: 0.135000\nlr 1.000000e-08 reg 5.000000e+04 train accuracy: 0.122714 val accuracy: 0.134000\nlr 1.000000e-08 reg 5.000000e+05 train accuracy: 0.342490 val accuracy: 0.364000\nlr 1.000000e-08 reg 5.000000e+06 train accuracy: 0.406408 val accuracy: 0.392000\nlr 1.000000e-07 reg 5.000000e+04 train accuracy: 0.412653 val accuracy: 0.410000\nlr 1.000000e-07 reg 5.000000e+05 train accuracy: 0.412837 val accuracy: 0.425000\nlr 1.000000e-07 reg 5.000000e+06 train accuracy: 0.371000 val accuracy: 0.358000\nbest validation accuracy achieved during cross-validation: 0.425000\n"
     ]
    }
   ],
   "source": [
    "# Use the validation set to tune the learning rate and regularization strength\n",
    "\n",
    "from cs231n.classifiers.linear_classifier import LinearSVM\n",
    "\n",
    "learning_rates = [1e-9, 1e-8, 1e-7]\n",
    "regularization_strengths = [5e4, 5e5, 5e6]\n",
    "\n",
    "results = {}\n",
    "best_val = -1\n",
    "best_svm = None\n",
    "\n",
    "################################################################################\n",
    "# TODO:                                                                        #\n",
    "# Use the validation set to set the learning rate and regularization strength. #\n",
    "# This should be identical to the validation that you did for the SVM; save    #\n",
    "# the best trained classifer in best_svm. You might also want to play          #\n",
    "# with different numbers of bins in the color histogram. If you are careful    #\n",
    "# you should be able to get accuracy of near 0.44 on the validation set.       #\n",
    "################################################################################\n",
    "for le in learning_rates:\n",
    "    for st in regularization_strengths:\n",
    "        svm=LinearSVM()\n",
    "        loss_hist=svm.train(X_train_feats,y_train,le,reg=st,num_iters=1500)\n",
    "        y_train_pred=svm.predict(X_train_feats)\n",
    "        tra_accuracy=np.mean(y_train==y_train_pred)\n",
    "        y_val_pred=svm.predict(X_val_feats)\n",
    "        val_accuracy=np.mean(y_val==y_val_pred)\n",
    "        \n",
    "        results[(le,st)]=(tra_accuracy,val_accuracy)\n",
    "        if val_accuracy>best_val:\n",
    "            best_val=val_accuracy\n",
    "            best_svm=svm\n",
    "# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "# Print out results.\n",
    "for lr, reg in sorted(results):\n",
    "    train_accuracy, val_accuracy = results[(lr, reg)]\n",
    "    print('lr %e reg %e train accuracy: %f val accuracy: %f' % (\n",
    "                lr, reg, train_accuracy, val_accuracy))\n",
    "    \n",
    "print('best validation accuracy achieved during cross-validation: %f' % best_val)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "svm_test_accuracy"
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "0.418\n"
     ]
    }
   ],
   "source": [
    "# Evaluate your trained SVM on the test set: you should be able to get at least 0.40\n",
    "y_test_pred = best_svm.predict(X_test_feats)\n",
    "test_accuracy = np.mean(y_test == y_test_pred)\n",
    "print(test_accuracy)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
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33nEbf++nf3YiGv/cX/lDdrYha3tntwuR9FNYDXF9+dyoNugP+gA4GcSprIcsSch1bVZdGAZyfxIl5MOE2955OwDNk7M8/rFnANg8exXHkbmysNJgri7vTnqWfipzndTie9JfiR2y3GgB0BvEuIuSE87LU376p37uFWn84jPb1td1HYQBRc3mJMlIE+GH8ajP1pas0bm5BVpNaVOeg6dji4VIt6co99ja7ZKkMh+WlxYZDXvaJz0c3ZeGecjj52XOP/TMFfaHsmfk1qXYqfI8L/mbMQbj6JxxLB/7O++caAz/wb/7lzZWPYHjOriezCfXC/E94SWhH+IovzGOwdF+cD0fX/cJtxqQ50KvzGvKvc11XKw15W8qVRmHeqNJpSLrshJWcN0DXh7rXO52d+kMZf56xsWvVPQdQ/7Qnd80EY0//H3vKfcMx3Gwrqx/P6yU+1wQBFRD+T4wGWFF6XJdUuWJSRrj+/pb3ydJElzdZ1zHKcdiOByS6fuM63CQv9WS6d7gGB9H+UqSJIyU3tyY8rd5nvNvfuEjL0njVLMzxRRTTDHFFFO8oXFNzY7rexSaHcdzsc6YRDwmHVsrMlNuPcjlpG+cDMcViTIbukSFNiHzmZtZACNSvuvViTVTvwkdHD1xh2ZEmutz0xzPy/V+n1y/Nzk42iabpaX0zHilmFfAxsCnsiz5puywTzcV6fT05T18VUO0ajDbEs3OyVO34HgiqfZ7Pe6+W5JBF9IriGS7tbVFtyvS9fb+Lpe2pQRKPOoT3HKTPGtpnmB+VmlM8aycVrw8YueinFi3t7cZqgSL4+IHmoDyVfiVyxjZ8vPB9y93v2W8MoLvST9UAg90rFutkMD32N0bCF0xRLF8tumIfk/Gt9GosbwkJzfPccgSzWlmU5KoONVkpaZibmWe+VS+v7o5WSkq61tiPfUlaU6SqMSfjgiNzCcnz0hHMjeHoxxfT4Pd4Yi4I6foja1dNjb3ARiMEmye4OjJz/cD4rg4dfmMRvJcz3PL8dne2aPTk2dFSYqzJ7Q6M3M0FkX7krsujmpZCF6q/M1LY3HpEH/gj/4JAHY3N3n4S6KNHEZJScvJlTr3Hpd5Ojc/z+lz8vny2hWW5+W07ucjvvKkaCcwLo7rM9Q1l5JT82Ws276LkwvtroGoL3M5DKpESq+/uIRj5J7M5sSZ9G+95tPtyed+f/IAp82LZ3E84RkLR44RDWQ+XTr7PD3Vkg77AwKdK4HvU9GcakkWYHR8bOZgc3nOYH2H2SxnblW0M2nmMcqFxiBOqeu7l4wLyqPyuTnSedHe1nyP2br0XW2ry7JqhRbaS3gXRNv0hM6ZSZCOUoI5af9uZ5eaUY21gWhH2t9YrJApH81G0GiJFrHX61NvSdvzZIRVdtcMGwxqHvtXpa+fe+Ip0p7MiZn2DL196aOolxPV5R3thUWyPVlnyTChqfwttx65rvHU8ejvCW3zQZn1/5rI87zUDmZOglHteJ5lbG2cA+C//dqHuXhR+OEdt9/Ld3z798g75pZwlb/FUUyiJ/rEZlhjSZUlDTPwAxkT41iGqqGKbYoqA0kjB2yxR8G41voFe5fuGfZVMNTcs6RZevBsR/rROilxquvf+vhWNT5+iOvI/uDmOWmqa6bbpShr5jgurmNwlU+niaXQRZjEoT8UjdV+18d15LmNxgxzc8JXatUq9RmZzfXZOm3lgclwRDdSzWA0Ob+59dSpUjs7Go3Y3pX1t727R0e1UZVqldlWE4BmI4RY5pkhHdtnDKnyZt/3cV231GwXWpric6ENysZKvbmuW+51aZ4SKO1ZlpXvGNckXWtjvLawE3h4bqGucw8e4zrlVug4B5PKZqKyAwh9l4ovC8hliSMLMqmGXorjN4iMTAo/8EjSA+JHHdngRr1d/KYMZFhpUvF1M3NCUu0kYy02LyYaB8LYqxAEHjk/wjoySVy3wfa6MPX8ylpp7lmdNxxdmQNgbn6RXKWpTrdTmtH6gwH9vtDU6XQYDYelsLO+tcnmRamPFvX7pI48N+53QDf/3f19ej1ZtIMORKpSt9aSqBo7NjHF/LCvQqCDFy7wYh6+OBKv+N5xDMUlYwyebqaea6mpqnJ+pk4QuOSF2aMXE+s4ZlHGSAWLlUOHmWuK2nUwGJYy1GgwKDfpUZRQUcG4VnGp6YT2g8nKahmSUjDN4ohRbxOAvLeFF8l86ve67O3K5/39XRwtJ1RpzJDp4tvvdNna0zGILa5jMLksIt9PS3NiHPXY1vuqFa80OezsdUrTS2bB9GWzXt47TBxJVvVqrYqrG+ZL1/p7aQwHfeqzIjR+9w/+Ubo7WwBcvrrBlW2ZZ3PtKsstoeuW5TphRTaoKB6xuyv1WG891ibblbG5srWHcRxSHYeK41E0yXccqjoJojSj3RSh/OSJY8zMyucsy4hHafm5UVfzUNIDnQsdFXomQegZdjfWAJidbVMrzBh7A9ptmQv7foVcmScGKq4IAhvDNvM6pmleoeoI77lptkGtt0fclM3RVhsMdVyOdzs0Z2Te7XkOiUae37vik+nhJU0zrK5xf5gSVOU5o7BFLVWBJJu8xqTn1UhG0s727ApuIn2cJAlBU/hQHhqSnh76vAoqQ5InCaOB9necMtT2prjYqkd3W/9OfIb7sjnhD8GXeVBt1AkbQu/cSo1kIDTuZDF+Tdq0vd6jreMbbe+TqCmml06WqNdzPbKCvyUxoc6tZNjlI7/yiwB89Ld+nfk5ET4PLczze5/8KAC1aovlJTGRHj5yGF/nb9CYoVF1cDOdD6MhqR5KMwzDXOjoJS69vvKBtEZ59n2R6aqAMQ5SxQDyVxGVbA/kECw5mQrceZaXpidrLLnyC8/JCdyCnyfkKrUZIMsOeEAQBGMnUAebH7RVkmVDal2cQMaw14mIRwf7aLMtc741M0uoB6qZdps5V/otSSdfi3/sh374BSajPRV6L1y4wGOPSV3OM2fOcLUjdYNHC/M0m42SjiCQ93uui9VDUxzHWCBV4St1vXI8kuRgfiVJQrEBWd8vhSWbGzIVFKMoOti/rH2BOfDlMDVjTTHFFFNMMcUUb2hcU7Pj+F6pqXE9r9TsmDHHIsd1MXmhmUnIEjldZNEIm4kqLRvtk2cqjXb36HVzHFWFz1eT0skxyg1VleadShNvRqT/oNLA0ZNFnrulmcpaW0rk1oHcKVQWk3dAlhpSFflMDiZTuoxbqhi7vQFPPv6o3BR1yFUbE0UxAz0lDgYD+qp27w0HDIfD8u88z/ESdYRLEnoq6UZJgq9Stxf6B9oaz5C5xUnExVF9tZOHpRnJU+3AJDBGHN5Axq5wJLY2H9PuGHw1YVhrS9rFhKWf/YB6VU5U1VC+d8rByOQfoqmJI/l8+NAKzapqMrKUgZ6SPcelUZeTbFjJqAZCb57FuOpQGR5YBq+J0Kng6+naDQIipWl98yp762Ky6Q1G7OzJaXdrZ688CZw4vEqzKnOz4cHKLVJYuBPn7OwP6PdkrHMLlYrQMYj26PdkbLu9pDwx9fo9UtUSJVlOrKeeJx95iEZD5vI9983h6NjFqmqeBNY4DPVEdOj4Sd7/Q2LS+vh//VUGfTl1zSzfxN13ntT3GxbV2drNEn7jE6IJevbsOu994E4AFufabOx1SYs5n40ItT5hdxiXGtu733QnDzwgzrg3nTxRarJ+65Nf5NLlLe2fmLkF0bKEgcdIzVtpMnnpntUjq6Q69rXegJZqJG6amytLO/eMpVqRexzXYzSU/r7SazNQJ8qmW+PwCemHO286RtDt4NZE3e4tLLF/WZznswsX2Tp9BoC9sFZquEY2pqGasKHnE6uWx7guNV27TZvSKZ5ZBElMgHgwwF8QLbFJIjw1Y+Ga0vHTM1BvSF86I0OqYzLTnmE4lP6MsxyGqkVfbpLFMX5NNKjtRhWvr2u2EjJU815zoUacqIagN6Ku6297d59UTbmdbhdfzfR57mBUQ9cbdiaiLwhCEkdNPFnK88+KFuALv/fbPPXI5wFoBQ5OLO+brbnsXr0AwE7uMluXsX36ySvsq3YqMw6n7ngTvjoye14LMul76zqlZueZc9tcvKpaAwLywqVizIzvOI6YRlA+p9oT30yuncM6BwoYm+OijCr38NQM5/h+ad4yTkaaFcENhrwwrzkueLp/5ZYES6L83XU8jLoPOI6LURpd1zvw0rAZcS48xOKy05U+3RvuleaembBJc2FJfutPrts4tLJSaleSJGFF5+wdNx/nvjvF7ePZZ5/hM1/4AgBnr6wxHMr767V6qdnxPYvRDdlai+u65DqnDBCq8zQYcor3paWpj1GEV6w/PEZxpPfE5ZimUVRu+ck1+M01hR0/8PBVJemQYdXuaF0fR008UdQnHihTTVLiSAg2JiOJZEOom4i6RqM4V7ZpVkPCukyKY22fbldVqHFKUJNFblvLjFxRi6XWxTG6gKzF1Q2FPCvtf5nxyb4KG0/37EdBvem9oIrnCYM1nofnqdq0P+BzF4TdmniEVeEsy3OS5ECNH2tHR9jSOxyEKfeKTTBJSu9yi0OtIYt2cXGRVAW6VrPKoN8rfx+G6n8QRWxuyuZy2223TkyjweAWatzxtuW2NIu5niFXYSXPMiphMVkdrKoGq6Fftn0wjHEMpEq/yRNcVeeOxibi4UNzNFs1fYdT+v9Ym1GpyuemX0G15RiT4XqFrXqymoWu54MKV3vbmzz9xMMAPPXlz7B59Xkl1VBYVBr1GieWRFV/ZHGGmgoxs/NzzCyKr8b+IKI3hM984XEA1q5uY3W5WJsRaBujFKwKo0ma0ddxy/KURE0UO+42G1fFPNPt7OErI5gpF/orwzFQC1UQCAwr730QgOU5w6c+LuWcVlcXmZ+VNerUVlk8pP5VzTnW92Utnj93lo11MfPdevI4p25aYa8jDHNjp8u+qquPLK2y2JbN8Dve83bmV0UIjPDwdG4Egc9AN1/HyUlGqqpPIkYazWTt5EnaF287zFAPCPVNl1Eiz7jiDNju69yKBswsi6nD931cFdC90Kenm4hXyTl1nwg7t9x5O44xVKrCSyqNWeKhRFx2tjp85j9/CIDLl9Zo1eWeJE7wHJ17yZCB/jYYRezG0ldhr0tcET7g1GcnpnF2doZaQ/0OEkh0XWaOw0j5il+tEo2kH2qZS67Czsg47O+pyXKhTUV5cy8ZUHfD4qxBZ2MHb0b5WB5QVTvY7qXdkqdd6GyxdEgE8Opsm1z9LZZm5/FU6Goemceq0Bp1BhPRl9m8NFusr53nN371lwBoBznf+o4H9C7L8WM3y7srLS5ckLWxu92hXhF+8vxTjzGjvLG71+HxL24wSNSHcm6Vm07dJ/25dJLeQPeP/YjO8MBEYnPpH9dxygNwEAZlH6RpSqb869WYOFzjEKpgneUOju6Ljuvh6rMdz8PTAxxuRp4XPj4Wo+ZWa8FDaArDkNx1iCIZq9xajPqpOoGL72qkk3XKw6/NLKnyY5Nmsh8CNooYqnvBwNlnWwVLxzW85eR9E9Ho5C6ZmvCzJC4jIA2W2Vkx5T7wlrdw7LjwhdNnT7O9I24CWUppbsLkFIflOI4ZjUZ0VCgbDCO6PZnzcWpJ9QCaZyllhLfNAWXcxitdSDLScr+K46R0S7iWnmNqxppiiimmmGKKKd7QeAXNjkPUEU2Cl0W0FlYBMH5YSn02y7BB4W0dUmvU9Ld+6TwcOPuEGpEzO5fhhIcwiUqb6RBf1fAV02JYOHUlCSRySrZ44Msp2A1CER0BN4kxqsVJMWXEl+scOHa9EnoXv6Jx/eA4Po6qJI1xcN3CZHSQP8iYnDQrvM4PPM2NMaXWI8chrFRL5+U0SxjqyWncdOQ4lq7SPor6pfd7p1uhourQmdkZfNXsMIoINO/L3t5kkUrSNkpNnESvyXsybKmOLcw6AJUwpKqn9zSJNKeOKBpjPXl4LlSrFWp1bZvJGQylL7q9bqkxCgOHbr845VuCoDCLBnh+8fIURyNsPD8sI+xyO5lDXW7TMjqiPxwwVA1ZYjxQTd32xlX2tX3z7Rne9bY3A7DUrtNXk2pjpk1bo3Cubj3LubNXuHhezByXr3bIdG7UKh71mkZauD6NZr38HKmpKQx9Ttx+BwC33fM2jkebmv8AACAASURBVJ0S01FztoWntLre5OaPVthl9Yiooxs1n16kOaxaq3SGEt3n9X2MK/T2+gmx9sPyQosf+cH3AvD46Vt59GExycZxxFy7UTrg5rZROk+/9533c9sxNaVkMesbog2yXp1mQ/ohThJ21Ol7dqYGeZFvy2KVPwzVaX8S5J4hVw3o3rBLR9fGRjykMKIvLy7RnJF21ao1kqb092iUkOoaqzUN9RnN9+XHVMM6lZpqFys+TqDRXLWA+77nW6X9Z54l0OHYXB9y8SkZ92NbZ6np6duvzbI3K6ai/Wafue6G3M/k/Kbfj+hpHinXOQj0CPwK7ao825qcdtjUPnHxdRzjqmVWzROtRgvaMle9wS5JOqKqGvygPour67I/SIg0N1cYQqKn/K31Dk5W5Myq0VVzSjyMWGjKuzN6DGLV2pvJNHRRFJeO3l/+/GfZuXoegO5ol89els9hpc5NN92i724WCgnCoMbe9mUAHn/0M6wuCH3vfPAd7PcSLm9KW9bOPsq23nfqnvcRBSfk3VlOHqhpw8a4ato2xuCqRtn3/fL4L+Z95WdMHixgcnvg3mF8iUaQC2W+MBwHU2hgrMEUkVXY0jzsDDICNfGn1tBb26E5p87hSYSj+0ScRZhQ5kaGgynMYJgDx9xhCqoBDIIKrnuQ2yZONTo1ntxB2fcDbBHdaC1Fp2VZ+oK9YmFBLDZzCzMUvsGSD6cwC2YlP0+ShDiO6fVkP9jvdNnaFVP/xvYeex0Z3+EoZnNT+M3+/l75rDyPSFTbn6YReWlJyCiadK2oumvO4NDN6UfSsHjUY74ti2B+rk1XIwqCyhKZRokYsjIpUuDASJOwhaaF0aRV1WqNKIvZ3RdiktFl6mqnzKxHrPZ41/Woq7rfGKdMaBg7LrmqyHwX6k25x8kzBgPpiGqzCCh9ZWRpgJOpndQ1QCFgQVa4ABm3VE8m5KTlajmIaMrH7fZ5TtTrlX5NfhCUXvfW2oOIAGNKG+QwGlJThux5Te6+900APPjggyyqaWU0GhLHRUjvZGplEEGnENwcY8rEZNbmpYrcMQZfJZSK75eJBH3Xoa4mR0NKXZNbBb6LFxiCYhHmI0aqet/b26NeL2hxGeiGZxxDSz32Pc8j1w0xHsZkqYxjxUqEA8AwnkwYcHJLqH4GK4eO0njH+wC46ehRnvi8mHgeG3QYDWRz8hlx8sQhAA4fXuHKVRHocQP2Ncrq9HPnefSxJ+h11e8qS8swP5vlZRSS63pkOmeD4CCJmjUe9z34zQC89d3fRaabhe+FpY9bmkweln24fRijZuFzV55loL+dXWjzrvfIhr17bpPRlviaDHqdUjDd7+8RGGF43/7O+xjqZnvl4gWatSZ99WW6vLbFyVtkE7r3jsOkAxFkrm7vkqg5I072cZeFD9TrDaJY5tIoSsiUrlq9TlsF2d7w6sQ0zi0dY7snm9il3gUNv4WlmUWCqozviePHaWm4q+cG7KlvzVy7wuFVWScVb8TSITFjVSqz1JsLFAL+aDCgUJHvbF6mNxKh8ereFq4eKt7xfe9l+W1vB+DZj/waxy+I4NM9cYRjd0kS0OefepLsWU2vEE8u0FX9gGZL5vpaEoH68s3VZrDI+Ia+Vx4c8jjAV/NlPffKRHV2kFJdkY0mjobMzrRwK8L3smREf0s2kVrNo+HLfW61QlyY4GuW1pys0VqjWka+dTZ38Z3CH9ChVdfEkhNaI1NbZaSmpMc+91kuPS1m4KDmstwW8+NCs8Xl554D4PjxY/Q1XcPDp0+zdkHm32J7hvWL4jqwc/M6y4dPcOKk+Ip84ZHH2OrK3Hzii/8vwayYxGxwGIvsRZFp4ivPtgyoVFTYcQISjRQl67AiU4kjC5ObIpMkI44LXxlbHiSNY8bMWA5ppqan0CsjLz3fLQ8Xe2cucULXW9emPPelx3nz+94h7QwDUhVSsjjCapoOLwhIUNOxXxzNxR+ymNdeHpSH2ChJ6UWFGWtygS7PszKJo+MYXOVrw2hU+sl6nlemezHGpabCuuv6eOoa4jj2Bc/0fB/yInotRZc4O3tdzl8WXvH06bNcvCx8YDCKOH5ckrOuLC6wsiRrvBp49HtyGNra2y/9MQtB6qUwNWNNMcUUU0wxxRRvaFxTXq96KSuajCzqG3qbZwGYq7jUamLSSvIqma8nChORj0TCCpwMRyXQWjhLo6I5ABpV9ocZFc3r0Kg1aBY2jyTEa8mzKgvzGI1yyYf7ZEOR5GuVBjOzciKZa1Y5cVROCyZK2FiTE3rmTu4UGTsxbpFfxnfJswMVYamqtBZ14CdNcjJ1hsqz/CBnDWO5adT/3KFItvjCnDYHkWweK8uiYTi0cohbVMq/6447SwfkQ4cOUQkLzUpWPmc4nFwrEHhO6WAW+AG+qgUHwwyrp4FKJcSoCcFmcZmCvdmqU9VTUSUMqWk0lrGWjKykOY4HZSmLne097rh1RZ8bkKqp0XMNlbGU4vv7GtUWp2Uis8xactVr90eTaXZ81yFQR1XHbVCrnADg0OI8m+ckbf5cq8GgK1qAdt3H18gExwtAVb6nz5xje0fmb5pkYHPyeKj0UpopU+OWfZhZj3ikpoVWi60dTeVea3BMT6Jha55ITSyOMeTaT6/C2srRY7fT0RxU3Y7PkcMy75vNFt09PQVlV9hX08/W5T69PTnd1xs+A9UatDbXOHHsMACf/vzDGODogqzNe06ucvKUXAtc2BnofHArWNWm5mle+v9XApdmS+gdxhHPa6K4ZqPGjObcmWlMlowOIM0yBuqw2Bv2qTZlrnzX+7+N9rzQu7m+TrstkSGO63PkmJjw5mcb1ENN4kjMwpLQYTDg+WVJkHzUJ9aokbWzj/LEk2LS2+5VCbWUQrfX573vexcAy17E6f9HyruY0GWlKfPmUurSb8uJ89jG6YlpbDZaDDWHTr3Swi9CDhOfvp6k4zTFV9NIuFDDVwfYYXdETfMH2ayPoxoUY3PS/QFuoqbgimWgpq9GwxLvCR+tGo9GVe7p9oeEWqpib38bX/sniyL6GgxSb1ZI1Dk0SycLcbXGp1ETLcktq4fZeVreFxuH3r6cutO9LoFqmve3NkstycJsg/Oq8am22qC5aT7xyU/yrd/53dz/lrdr/2Q8c/YcAFubW+ysi/YobgzxZ+8CwHFmyqS0rmel7gYau6J9O9sMue8O2ccOz7cnog9gb3tPTOQAjsFmB2vbuIUpNyfUJH+t+TYHZZecMg/cztoGFVfWT3Bilc7aDj3VgrdnFnFHqjUdJESanDOrpHjNwgxuyxxoqbV4bhFxS5lk1XEsUVoEekwe/ZkmaWmtMMaQFbZGY8oorTzPy6gr47plIA14eG4RPUYZAQguBpdMHYujzHLhsjinP/TIYzyupVhOn7vI5pbs5b7v89zz5wBYu7rOW+8X94Nve883c3hFzPrDaEhPA0MKk+1L4ZpSwepclVw94B0zS9yVBbFx9SxhW4WVhcOkSmSS1yn0aiEjjC6UilcpB9h3DVnap1aTZ8025rHq0zHsdentycTZj8RPCKBiRywqUz11uMWtpwpG7xP46sGd1ghzYQR7w8l9ITzXLf0BXGuLyG7gwP6XGYstJlWUl/ZXm9uxEh527HcGaw3WFL4nB9dc16WhNvHVIzfx4DvE1HHq1M0sqI16eWmhNANZXCK1nZLHL5sQ8FpoNupldIfvOTjFgswMgSao8n2PTIXLwPdpaDh2rVYhqBj93qWiPkOe6zBKkjICrd/vlSafaBSzvLwo9HpuGUreaDTL9sdxykhV9XGcl+pOxykD7IhGk9mY3cDFy4q6KgZbhPN7DW66VQSOtWe/gNHspscOH6GnJs/nzl7m4iXZpB9++FF2trWu1miE7xkNsYfd/S4YWdhJnuMVoarGZV+ZXWt2lplZNS1kll1VrS4NB6VaV+rkSCfUVe07CU6ffpiaJrQ7tLLK4uoJec9wj92hCDh7G5fLPvOCeukTFA93aOl67Q/6HNPf/vk//v3M1iu0VahoVMPS383g0NREfHE8YjQssniHjHTjO/P8Bfpqqm406ux3ZB3v7K2zomHo85robBK4hDQyNXcbD08ZbJbmLC5p5FAlpDkjws7qkZsI1LetEhjivmQ0tllURvd51TqQlCHGxnEYDaS/er0O1ZqM14m5JfxQD1qVOrHypEor5qbvfY/071aPzoYIzPXOoJwDXmVmYhq3etss1bT2VLdLu621ANMIq1FTUWxLnx1rHYZG/ZKSPqtap+vWGRfryT1r+1UeOvcELa2T5EQeJlFT8K5lZv7Aj9Jryj31AEZdeZ9fr5NGMoebQYWRCra93pDck++DIl3zK8GmuEbe/b3f9T30z30ZgMee/AphVdrruA6ObsxRlpMoE23OL3DH/W8DIKzVKBKNb2ytsbe5xrOPflH6YZiVwtKRQ8skF8UlIks7mL6YvprNKkMrfesZv3DzJMljrB7CZ9qzNNvCp/b6kwsC+3vdUtixWLwiya1jMToGfsUj7wldaZaXvpbD0CszgDuVkNNPymHsuPVoVpuEetgerO9z+XlJRLtz4SrxYKR91OLoLVLbrrHQJK7p3hW4jNeTctWMnOYZFfW5LP0yJkBu83LfytIUdXl6gc9nEBxEtpkx05XBL835eZ7hmCJazSFPMy6tiyDz5Ucf5TOfl9D1Z06fJSpr4dXKw2+t3iJSV4+LG7vs/+7n5POFNb7/u74TgHvuuplKW9aU67y80Do1Y00xxRRTTDHFFG9oXFOzs9QKcTWapVqpsren0mmcM4jkhLN/ZYOGqpVnm0dw9DTp5ikbI60gbS2DvkYx7O6wt9MnValxodlkX3Nr1OpNqqpRmD80S1sdY48utVmZk1PB8mKLqppSkiQiUqfNnUG3zAmRvgqth2uDsiyEtQZrD6KminwImc3Kei95ro7YFDkASlXLWKrvIspJtQ1YAo0AabTa3HKLqFrvvu9+7rpLamvNz82WpRiM55ZlB0x+kDvAdQ8USM6rSILl+y5pUjglpwRFQkLfUFPHz0olwPNljKrVCtGw0ARZqYmlzymr7NoM3/MZafRRvz9gqBXQXc9jsagFlaVlP+a5oas5FkajmJ4m7HOcg74LKmFZzdZzJqMxztMy3wo2J1NnwE6/Q5Fuqj3fJlNn+1tuvYOKnuiffvYsX3roKwBcXbtS1tUCy+xsE2MPnOFtYe404BXRbb4hyQ+0W0WtGsevkOmJJOrt4bXU9GI8rJ5Ks2zyhHuPP/ybOJqzpl5b4N4HvgOAajUoqx17QRVHT+JhPWB3XUt5rG9SCUTDMn/0NmqqNbz/0Clmqh5WTR69Tp9MNXVBtUa9JWtxvz8g3pLTczg7X0a4jZKMiiYBNcZlRusrYXN66kDfnmlNTGO8P2JZtbN+ZYYvqXnuoYceYXFpVZ/n0KrKQMzUPFzVCHqVkIq/pG1JS5V+kSBzqEnxsmhQtnlh5RYINCDBDVnVXEKLK4fY2RAt0eb6Olku/T67fJT9nvR13G6RqRPw/tzSxDTOVBrl2h45OftFWQjfIS7WdmaIXZl3nY1NAo1+G2x36QaiuThx+wnU15goaTLbPEQSCY1JlrCo5T26UYJfFY2VU3VJTVGGokltQfloGhNqEkNrDMlW4eSZMqPPGfQn07JmaUKkjrX1WosP/PEPAPCxX/9PfOW0mKi6cXKQfDO1GNUOZI5HpE7uZ587zfveK866995zG9Ggy+Yl+f12J+KLT4vWoz0zw8a2aOoiv00oXgFU/ACqhQnVpzjXW9eU/D61OVd3hNbdjW1452RzdTSIcDQoAWMPzDSOJagWubgoE+PF3T5RoRoxlqCoFD7TJLsimuTnv/Q4GXDpK0/LO9Kc7UviPD/c7JZ9unVxg+G28NBDJ46wcLtGSDfA173X4OFWD/KZFa4KhWlpEmRZWmptHv3Kw+xo/q1v+qY3U9UIMj8MyxxDBgncEKRlpFSWjkotXn+U8bkvfInfK7Q5Z88xGGkppIwy2Wqz0Sz3N89zJY8a4FUbZRDNU6efp/crvwrAH4q/hwfeco8MwTXUN68YjVVG8ZAyUjVY0JzFdWWQvvKlT1DRcOKVw/ewXPigHD1MPpDOH6YxBjVbzcwQ59WyZPziygxWI0uq/hxLq7JZvPne26lrsjfPZFR0gmSuYVdV58NRRhRLp+z1B+X367uTbyKZjUg1+ZTv+GR5IfgcFBnNc0McHTzTFt734yGnjin/Ln1ynCKk3RBq1NLKyiqn1LRy8uTNHFP/iVajTntGBDrjeQfl66OERAWKQTTCcYuEVJMLdHE0LCMGPNctIzoqTrVMqFetOrQ12q7bHRJpXzbr1TKBnrEWWwh91oLnsLkum8Lu7i5d9SOq1kJqGpodxQmOjnUcR3Q7RdJJhzAswiMd6hr1Ua0EZXj67GxzIvocm+Oag4SSRaLDOE4Ja8Lob77lFpZVYJ6ba5ch4r1eh77WJIujAzOh60K326EQNWdbNYpiO2LqKTIlWwqnrzgaiA8QsDw/z9KibBRh6OFqNlXXsQf61FeR/PJ93/0H2ViXqKBL509z+umPAzAzfzOBFmmstNqlWTGxFUYDYZY7Wx3mjom6PjUBSVoUb03p5i6FSJmkWRkqXpttUQ8L80eTFNnYF+pVjI7nsL+Pp/4dgeuRWvl+dqbFoCsb78bmzsQ0DvZyGho6364vYPZlbq1vbrO/LcJWkFsW1LwW7e+UjNBmCZn6fjhOTuwWadE93KBKR0Pks3hAWJd5sHL0FuZXi+Rw6ZgvkMv65jnpozQpadjqpOztiwq+stTiis59h8nN5vkoJ9ZN8Ja7jkBfWPBwrUuukVkJlpHym9xNGHY0i3cOcSx89Mylg4PGhu3i5Enp+7K/22etqK3nWxYPCV393Qg/VL7SS9jXEHHfgZFm4nXaAbEWJMZ4ZBqpmmSTJfjc6w/w1Udkb7PDzTV595/9oz/MV86KT8ZnHn2UJ5+Rzzvdfin4jJKMS1fEh+OLX3yIzauS6fqBN9/J8nyDvU0xN9/3wDvwGrJPfOqTn+RJ9fU4fOpOUBPRbK2CU9dEmGYGW8xyl9Kvptsf8uxZeV80mnzPSJMcX90ngsAjKTZ5Y8jVfBjbCCdQHmEPEqU6jimTx4ZBlZpGF114+BmiKGao0YWrh4+UdYJNtUKuSVMH8ZD1c5Jx2maWYEkFtFFOEApdtVqGo0oAYyDXhIROOHnW/TxPy0zTjuPxb3/+/wLgW85e4A98/7cDsBxUaSjv8Ux2kHrFZqQqADr5iExNoL/76c/zwQ//Gruafb43GNBo6OHG80ofocALsJUim3JctiOKIvY0e/tiu4WnB/WP/ObHaGtNtdtvXn1ZmqZmrCmmmGKKKaaY4g2Na2p20jRjpBKv56X01aF0lIzoXBXHqnjzNJk61j23dpErTVGH+m9/J0cOnwDA1hapa36VNPEZpfskKl1Xm/P4FVFX7+xcpdHQFNnxYTLVBo3ShMFQpLg+Dle1yvNuL2GkFWSjOKGj3v5725Mn3LPkB47IWVrWhLLjEVTGlg5XGFtqbMZz5hhjDkrWW0n2VEQV1WsNVg6Jxuu2227ngQfeAsDJU6e45ZTkiGjUKmRJ4aA4IlTti9Oosb2tdXriA9Na9CoSRFmblWY0z3NLuuI4BlU3tlptmk2R0i9fvExbcyfVqmGp7UjT9IU1ZrKUmp6kTh47Sqcv86PRaFJRU2PghySqmh4O+mVabzMWiuQ68k/aZ3BydW6bUPNR8326UZHHyFDoKnxcQlXFNufatGvyfRoPaTakfbWKQ66mqzSOS0fCMPBJ0hRXnZ2rYxY1Y8DRXCT5KCGJDkpmjAai0Vi7fJazZyVKZ/bQMao6313Hkhelxe3kp0nTyJgNxTk1qVnySOddZsrSIo5fp6LV33dHe9hcvp87skSlLScemzs4uZy8s1FEGlZLv8Uk7ZAk6ry771CZU8flZp25JTlJe05W1rJrVEPmjokJxw+qdDX30MUrVwk0Z1QtmDwysjFyqOrpbnfxOMfVDJ47KcO+aJbiikekqu9uZ7dcl25nbyyZaF6mkq/WW1gvZ2tdTvC+A0YjYIzr0moLv6qEFfygUMkb2nOyXvudHSJ1et3a2WV7TzVfWJyWmgU2Xj63x4th8Mn6Wv5hr08110rneU5Toy63u/u4qr3yrcO+5pRJEugMRLM0s3AH9FR7evYp7ls0tBb194shmyPht2eubpJr/bAwzMCRcRnEEblXlABwy8jRVq1GTfsh2huVfep5k5mUNztDTKplNCKHXLVirXbC2+6VJJth1WNGnWYfe/YM5zXPVXevw9Fjoo25/567uKgRVx/9b5/ivruOc2RV+uTCmWdxZ0UjvtxukN0kc3tmqcFupPnbOudx5+R9vtNglBfBBRmuKUrewFDXoHEmN/G4jkumWrjcMaVGIs/BFElxcYm1NleGxdUCjGHo4xXaSFvEK2sizjSjr1FX0TAmUk0drsELi/qIeWlecl2PgboCxIMhmGKvdgm1JEmzXqeq8zQ3k2uSPc8r60zdcfvtpSP9hz/8q1y9KibEhcUVbtaI00Mry4QamSXBHdLe5YVZLlyW9fPLH/lvnL2ySaVaBMX4VLRkjlQ6R/vxoEp9HCdU1DSYZxmxRlutrt5OWyO3H33kCT72278NwGzz/Sy9TCWla3KiUQKxRnfEow7rmrAsCFO2r4pKvUKGp84M+50tLm8IYR/busqhoycAePN7v5v5RQkZ8/wM8i4pxQC4pSprpukz0kRon3noafLCNOH6Yi5ATDy5J4t6mHsMSzUruJmQM+psXousF8B1KG2ajmNLnxgxYxV3Ga3xIYkHnTJi5aDAnCUv1W21aoP5+QWOHxev+ePHjnPiJhFqjh4/wT1vkvokcZKwr5mQ06FPNNJCbrs7XFmTftzc2qKrpoXbbr+rtH92OpMV5gNRtRZJAgPPLeuL7O/v8pVHHgLg3e96G4saQbO7u8W8RoaBYXtX3nXh0mXqxSZWq5GMRpi8EJxsWXMpxyHLikKiPvFoWLbD1U4dDoclA63VwrEipDmDsoDqZPS5jsEr8gfkFkdNRnnSw4k10q+zQ09NELfdfS99TT715JNPlt7+CwvzY1FwKfudDp6nyd3yA1PFuJAbBAFRnJXfVzXCKrWWzr6ObTwq69YYx8Gq2cMLJve72t7bwehyrVbnSDQs181CMhU+vCCgprXlQj8qk9EtrixzWDcRQ4IdieAwGqaktQaJmlUGexsM9uXa3u4W1Y7QnroNgkohyCfMqy/PX/wLP8KhFfXp6I24fEkOLY89+Qyf+rzUJ9t8FQePMPOp6ka5Pdfm5gVZPxu7z9LZExPGcmue/V1JDplGUZntzhi3zDSeJKMy43krhZQhG2tiEqmGFboaNZZby7FbxX+udfimMjw4rFZYWpWQ9vXzZ6hpYcvIgbm5w/ocl0pdC8smFyemMUmzMkHc6a9c4tCsCLCRmzAbyNi1Gy1cNTkM+0M6+8Lgq37AZU28tt8Zkmii1rhzlZlmwMq8/L08t8SsZlB+5EqN5/ZlfB9/8iw33SZ0NesekToJRZ2II4fEzLl5ZYPzGyKg3LZwmF5R3HjCJKYXtrv4Kkw03CZ9nUPH3QHPPSuFQJ85f5atTZkXJ5aXykip5y9f5fln5BB94tgR3vZm4ZO7W1sSqav13WZmIi48JeHm+1tbzDRlzdVCQ31e+nA72mGoCSorc6sYPUBlpAd+jzak9OV5FcWjh8MheEV9Q38s075b2kryzDLSvdPx/YMM1JmHzQq3AOgpb81GCeQ5I+2MK+tr1NSMTG7J9ICSjEZU9aAW1OplxvNk2CdJD8ydvkab2lmPXEUq82qSCmYHaU4q1Srf8e2SqPXpf/0cn/zUZ+X7epP2vPg7BkFAU6OMHcfB10Nwo1bj0pqYe8+cu0BuPOJU/eSyuDR9NZtNhuonur6eMtvW5JBRVBYLtZYy1N1aW7orzMy1OHdRTHuf/dyXuPdd739JmqZmrCmmmGKKKaaY4g2Na5uxcsqcLPt722ycfwqA48fmOLQojme26pJqcquZeERHTwCdfsSlSyJt3dFd47knRDsx116mEXYoino7+aGyajo2ZmhFar3YGTG3KE5Hgd8AzRvgZhGeU6Si9g+ktWTIqCcnku7upYk7wDhFCkB1KC41NQfVacFSfDRQqshdP6Ch5rnlpWVuvllSyR89fJxjR49xSKsKLy4s02qJpOqFAXVNtOZFMV1N/La2s8m5MxJtcPrZp7h46aL2Yw+jUnJ7YYm8qOQ7oVoZJNIqV6e4wHdLJ+zDq8t87rNykv7Qr3yE9Q1R9S8vL5Ve8qefv8inP/8lAJ5//hz1Rl2fEzKKcxJVK46iEWt6WgsDj9NnJAHlzL13llFVnn/g9B36dao1OZH5gVcGtcXxQcV0b8LkkI6RvD8AGMrSBlUvJ9DIna08Kqv1zs+3uXBOqqF39jvlGIZBKLVzQCPFHOpFJewkKdW6eZ6Tl/V1TGn+CIKAmZa8Y683YEfru/T3d5mfE02ZtQbKOmsTkQdAs9YstUtplpWaizQakiJjFVTqZYkH14xYWpE1Gs40MVbvMRG+rmkvWODc1W3Wt7TOlh0S7YnWxDgudkurV3dDThwWuk4cmufksvRJve7jqTni8MoixxdkXR6Z8ViaF7PX48+cmZjGRhRxeUZ+F0YRC9o/e55LRU+5YaVBqnOumx6Ymn2/znBH1lJnZ5OFRTGvWS8iy4f0te7ORu8SAzWJuXmMSeRkPdOsUZ+VMcoGEYEnc7O7H5OkajYIKxxaEg1t98xZmj35fl3LMUyC+Xabriu8sN6vs6dJWGdm2mWekkotZKBV43c6XZp1Gcdm3WdhRXjipbXTXFkTOpZaPsap0klEy2Yx+HrqvWnO8PmnhJfsdXLOnBaefHLlKIe0j+bfdozd87L2q8MBNx8SLWC9XqG/KW1dlVP8DwAAIABJREFUUn7/Sri008OoaajiObTV3Hr68hqzkYzBfOjSOCamp9ve/CBf1jpk3e6ni/JqECfEuTpQG5f+YITnyvjMzswSqe310oWznL8s/D67eIHWipgfR16NSlOTes5FZd1BXAdTJIPLqpTKYzO5k3mWJmUgAsYtNfp5npe8FQyukb3M98Iyz1yWSt42gCSPGGh0apakurdoJftej0Q1xpUwJE2L5I4ZoSYgCqsV0rRI2HrwDlyHRJOY7mx0KZRySfYqXB+grPuYZzkPPiiuF7/5Wx/l9Dk1CVdbbO+L2TvLUlpqgWi2mmWNuyd3zjBUDVdmDcNBn6HWPGzWK/Q0OKTZbOIrXf1+v9QSGWNKLXq1WiktAGmaMlSLQZLFpFoH7XHNW/RSuOZukmcpTqY1QNIOQS6MdPvCOmksPVgNQypaq2Z1ZpVUZ+swTvErwjBa1Rpf/pJsmG9/+7tYbjdwtGDb6kKTee8EABcuXcCggsDMPEuHRGWc5JCqGcvJstJ736QSEgyQmwGbm5qE6erkDHZcaDDGjEXIHHSyMxZ35Xoeqwui8j21ukpDzR733X8/R9RstXD0JpywSqA2+Hq1DupH4hrD+XPSvp2tbdYuCPO5cO4MVy7L573dHdLCFyisMFOXjebq5gYnT4ga+tDy8sQ0VisBaDZR33Uwjvqr1Gq8+5vfDcB//KUP8ZFfF7vng29/gE9/TjLLPvnkc2xpcjzjOBhkY8xyS258nFJQtGWdEzc3PPus+KvE/Q6HVqWtN910FL8II/SC0o/IDRyyrIiCs6Wq0rtWHOEYfM8lKOp9pSlQhNfmWPVLaDXrHDomGW9n5+bZ78pmEobVMhrP80wZ0SJho04pnLmuLU1zjuOo0CIJ7wpbcxCEZcLIOAO/YIJJ9AL/nLF8hBNDsmfrM0xWMgbPc0gGwpSyOCHW9WpsSl1rxCXZiKQvQkyt6uNrcsKnLvb47598FKthrbccbhF1ZF0nOeRqBju7bbBaV6zldBidkM1wdrTO/poIjespVLWSZt6LWJmVd5/8rm+dmMbF4YhL+jsb7eBpf4dLq6Ta37GtgDLy3qBPr6Px18ZlV03CxuRU6vKceppzae0S5zSC5crZ0/8fe2/SK1lypYl9NtzRZ3/+pogXc0ZG5EAmpyp2kUCp0WRXldCt7ipJ1RB6pYUECNAfkLSXtJUW6pVWDQhoQRCE1gBIpeqCSkUWit3FKZNMRg4xvIg3Tz7f2cy0sHPNPVjMCI/WSik/AMGXHu73XrNrw7HvnPN9qGbWSdi91sNG0zpre3u3rKgjgKvZFRodu2m+OJ3jkiqmNAyeHP4MADD/2c+xS+HDXnM1RwCwjN1ZZvtyb3cHl7TYdzc6iMm5HxUTbFA4dPDue2iRCHKqK1zbtY7V+eFHKGY2LBv0rmOqPbdxtL0Csr1JzyzwwXX7fDMdok8O8E5rC7xHuW1tH7e/bcN5nY8fY3xMGnKtFuYTOzbK+WohkHa749jmJSr0gj37vE+fglMlZ3+wjfam/fyTR0/w/LkN2ad56Zy8GWfwA9LR4x78RhMlnTg//uRT5JTu0Gy0sUdUArnkyGrdqasLNHs2fLJ9w6CgtUSxhfgqjAGr6S346nGsKAisqirsvpSTE+cHweJ6bEGcaDRzB2TOhFvrAOYOr4wzBH6AgIhLi7JCQdQUkgWoUGsbSjRrDSquMSfyy8pUCGqBWz9yOX1VUSJP7XXyYnXWfc652/+k56FNtBL9fg/ykELd0xSlsutFK5TQFEabDAvENP9arRYMrBOkqxJMC4yG9jeW0sSOq+Fw6PYGo407dGqtXeWs4cLtDZ7nYUiVa0k6R81mfGnGX9imV6ueo8SHP/khAODg6cfI5zZeXOVzpFmdg8AQU8JRJ25C0wq+u3cT79yyYnzTYQqh7eCQxkcgQrRJopdXM4AWWwGOJpVCG1lhr0ueXlZgQuKF8CIUVe2QFBC14yMNqrndiPPp6jk7cdRc5N0Y7fgBlo0rg/fesYvBH/3b/xAhtb01GiOhDh9+9hTPKJ5+4x+9Be2HYMQcnBclLs7thB6dnuD5sVX/PXjxHNNL4lLIZxiTHEAlPIiOPaX1dm5iNrWDdP/gAN/72zZ22vJrau7XG4NxMVRPCnd6mCdz7BAj64MH7+CHP7Jsp3/yL37oEnMBD2A1H4eTQAVhXKjzTxuR7/iNGo0O7r1ls8Q2OyE8UTNuSgSh737v1hkO50gwBndS8uRqzo7RGrXiL0wFTvlVHKXLtWp1Omh0a0HEJiQtkH4QOkfJ9zmmU1J55hLGKMeVoZVZEr1jDpZRpnK5R1EUuuTBdqeNwYCQFU+iorwg35eOE0jp1U9a7fg6DOrERA8gzh2lMrC5dfLHw+fg0o6LMIwwHtkxl8xGQE4lnu0eHj+zm9n/9sMnOJ8K+NyOr4PjCoJT8q4XoErI4dYpotCOx2azj5Mzu6BEXYWA23btPz9ASmW3ImjinNBaP1t9E8mjBjYpKTmcpzDCtiVDiEM6TVaJwv2H9sR+MjzB/jM75+KAQ1O+TyOKcHFIPDkjg8PPPsMRoczDdIoNQqLzKEOS2vtdnrxAQE6gjLuYDe2aNHp6iL/83KKUXU9Dk9AxNwoRbcyckKJVLGAC9+/adbHdaeGsdiy8ABUxzstBiF5gc0/ySeUSoQPlo00l17PGTcRtoofot6CySxwN7Zi4tdWEjOzYC/sD7MzsxvOdjQAndBLf3N6GuUnI1KNDKGJJz07OMSYel7u9TQQktHyttblS+24O2qgIgYxFiS3fHliPpjfw+FOLXH/z2i4uEnvv58cpMmXHXG/3JsTQvufZ1QWOCbHRYNjZ3cRNyu1kOndO+fn5HEnN4q4T+HT4VAmHohy9WCfQvC6d1wD1syd8qNqJeAPtFmMMiqUNuBam1jpDQGKsQgrU4YCqKlzhC2NmiTaEQdLmXUgBYzTaRJWRiAKcclWCZgOc5v7s8gwzytdsZQkqUquf5QlKkgtpMQlBiyv3OObEfl5Wb1LUohfRDGbwgmQdLocT52imZQFOAsP93gD3798GAFxdXuLkzI5rLUKwOoG7UoCGU2QfXg1dPg4M3N/dbteh/lESOhFtBuMS6ZMkxeXQjmXDaocHkOaLE83XOTtrW9va1ra2ta3tS22vRHbUfIRHP/1LAEA5PcRg03qdKdcQdEIfT4d4cWZPTU9zDkNoxiefP3Hxs+3rt9EipKKscqTZDElpPePhGUdJGf+qUojpVJ/lMxiKZ7NCwaMTVQUDQV5ygBIekZoppCgTe8LSdQ7QCuZLz0nZawMIygdijMGjU7qMfPz9f/cPAQDf+e2/hT/53/8PAMCvnj5Fjzxx2d6AR/kdP/nwF7j58D5KypM5PTzE0Qt7OhxfXuCCThwX47E7rRshkJOgKm82ILr2ZHc0PMUnP7Ehpa12F//O3/8HAACP+nMVy3MFQ7BgkhdICWXIphUaDdvf9+/dxpN9W72Ql6WDEVWlXb7PeDJxBFqaYqk1SrS9teXQo1t37uImhTq2ei1ExDYahNwRegHGhXGMsXBlbXWGvlkR2WFgrtqMGUsyCNg8HkbhHhOEqONNZZmj1bX9F8exu3eSTl1lEpcCjC9YQQ1bsDwbtoB4uScQU1VMEITuNLdzfRcbWzYU4vnCacsIblAH11W+eun5sxcHYDWFMzg4ndziMERJ2mmMBwAhM2k6RT6zp7H5aAzPs88i/W10e/bd3tppo1JjBJSfkiYT+FTR5IkAITHQPhxs4MZNOx67u3fBCK7+xaN9NHzb3knGcHRBJcdCQdIJt2RfDCv/uo1lgKCyaMlmPsZxy6KOnlHYnFt08fjzcyRnRJ6XFdAUesrGCTKqTPFOxkjP7Hs8iCt4icI1Krn2OyG6pUV+vaTClFDao8Njtw54UReTc9u/W8MxvkW5PHM/QJ/WrcMuh5HP6VlXX29aYYAhlRcbnWJnYEO8nh9A7FpkyfgF+jeIlXmoIQjh7nh9HH9qUeHdt95Gru1ptoDG9RsPwR/a5wxEA6lvn7Pf34ac0ju4nON4aNfIMuC4v2NRolByTMd2rW3sbWFru17bJ646aLoi1YWspvBp7djuN9Ghcdp45yH++pM/BwC8uJrC1Dp8UYwG/XbLA/qk01YOBmgentFzzDA8v0JKCHcjli7vpsyBlPILZUM4MjtmOCSz6xkvfomQaBgC2UUlqNyfcWg674s3CGOpyqDkNUWJdnkkpdLQea3nqBH6NYptUFD+TVUZKGJcZ4wjovLpshVhfn6JkNY8CYHurh0bJo7BSCuq3e7igsRSi9G0luuDH0qAcgfLqlgQ9PkhKto7a/RjFbM5QlStV2R49KlNvZjMM9fHHip0ia7knbu3HF1Ka3cLMQktH5xdoiBCytHVBAq+YzDP0sSmAcAi0RsDOx49T7oKt0az4USvq6pC6nyFhXi0JzykRDY45V/cxlernguFJuXWHI0vcFJSyWrFEdLGvNFrQVJ9//l5gpIgzIvzUxweWRg9fPY5Nrft5C3UCN1uB1FE1PLlHD5xHHC/g4IgsqKqMKbkrbjVRZuUt4eTETi9vEbI0KEciYthBV6HoNRi43ydbWx0XWdaEUUqCwRzeRH97R7euWeh50d//XOckJCZ2RxgRPkv43mBdGRDWuLFMT7b/xwxlX/OJ1NcnNuJN0/nmFGJnfZDpBRB9sIGhE8hBAbsf/YMAHD64imITBJ33/+ag0/n6WqloAAwnuXQmlhzywJFnXtSCcSRbW+WZvj2b32bniVESgzKRZEhqDlipMRnT+1i+/Gnn8JgwS20t3fXxYxvXN9zYalZkkCIOhHZd3AxF8wlJWujXXjM5sPYvw1Wg5Y5W7BXc2Ocir1SGiVNCBk23AJbpBO0aJHZ2R3gimj/i9IHJ5r+UpVgAuC6dnAMDDkyBtyJvHLB4FPoSEofna4NH9x9+wF6mwtl8jCsBXUVFG2qLql6BTMmAXNKyxU4bd5CBotk5XSIIbEsz8djqJLmFffRoAT57tYOOnSd31HA7tYUM0reHV8pZJQzN0w9lz+3s3sN/Z6dC8pIxLQmDDXHMbGVlyV3joc2zJXar85eAlyEDWxe2Y051gJJXRbMNEDMypWqUD22Toa3exO6b/u4M5uhJBbgDnKEBb23ADBRCx0KdbBWExvEuRIWlzg7oDJ2LZFTaHCw6WF0Ya/lTYZ4QBv2Z2wATo7eg7CHk5Z1Ljaq1Z3Wd7/+Lj6hkFogJDY2rNNdzQ1uftcmPxfzGZ5fPQMAXLt2EyB+qHajCz8m2gIWYuMb9nnP9icQbIBrDygnJtzD1Yldi6K4h/bOu/ZaicKwsG1vNBnGRCWicx8lhZVm6RAeibcGwscHv2PXhP1P9ldq32ZLwNCa0Ao5Ykrk9YNtvPdtmx/46U/+FcJ6/vgBInKoOFMA8cnIdhvdph2z4/EYFxcnePLI5gHu7G5iRrlEumK4c/O2/TvMMKZs3HI4Qzm1/RyXn2IzIP6mWQNDY98bbzdcEcQbRLEghAef9gZLpl4XrHiu7VqXThgZUkDQHleVBTTNVy6kWw+bWxtIk9Sx0PsyQE6h+aDhL/KnDUOnN6DLBuCUC8qFREFAQZmXMFVdGs/gkwyR0bV8xutNL9FrTCYTPPrEFieNJyNEJOJtIB3rfhg3HB3KZDzBDhXnjLPcvRMhORjjiClEBdNd0LXEMWI6XOVFhuNje1Dzfd99pyxLdxDO89x9jiXKjzqN4DfZOoy1trWtbW1rW9vavtT2alLBKkdA4ZKTJIOvaljOw2hmT2DzokCTyk/fe/e6c5HPzi5wem4RkFGW4IoSlv7qBz9Eq9XCtWsWVv/gg69h0LfJb52GBBUeIKoEOnQaHvTbSImx8uhgiunMepBxJNEl2LPhWbFSAOA1arSC9TttTOmEnQoBU5/ktUGLqswe3r6DgNCG85NT9Ju2T/LQQ0m6H8+fPsLoyiJRe1ttzD7/xLHZZqXGFbGgKk+AESmiYR5iYir2/Ahjqno6+ORzDM9tf210G/jWV6zI2fe+/32EVAWQZrVg5ettkuSL0JAxAKEdsW9QUZJsVjBs7lynZ/GWmJKZa0cQBq4i4uDkBGlWQLJaP8VHI7YwfOA1HT1AFPqutF8rDc1rQVKDZTbmmllZLzFUY0VkRwgGQe/NkwKavPvKj+BRVQqv5ijq8mulsEWQaXord6iQDDxo2PeU5UNbSqoWJyTuxPzkS/1TV935QYCbt2zF1/Xr1xE3bX/EcfwS63ZJf0fe6uzC79//Axg6ERpoB1MrXeAqt+KBl9kYydiGaLJ0joraNdi7i3jDhhXLSoOGLK7fuoFGe4ZPfmkrqphqIxf2mYfnClekY3Z+Mcadnj11TcU58tCGtEqzqDixQrMUJiwSJ8ob6tWFQC9NgZrKMuMeJMHfu3kCTiKuMdNo0njM/QaqGrFhQJNO6fe9BjihLWmeIPclWlRlN009jIkxe6cA1KX93qRbYE5kby0eYOct21/Tnz6CJBHELpvgkMIhW/Cw0bZrGHfr4utNvqXwwW/beVZUCbzcrjFB5sFwm2ydsiHC3Pbl9GoCj65/NdpHlloUst/YASfCy2vf2EQ462KaWaTm8dVH8GP6fcwwJxLFrHGB9/4RJX7Or+HiyBZH7OxtoJxTP5ZtTPftul2wC6BlT+W3f3tvpfb1m75b30Kfu0RZz2/i/jctsrN/eInkjIRlUcKneSUhUVFI2fM8bF2z6+ys2UA/8vCYqpMuj89giF1/Ok6RUmXwYDe0BJ4AWFGix+3vH//oB/jmB/a6tzbfQju0c/8gP0LYtvMVZvV3yIVwoe+qqqBpLVYAfKIVMVKjouc1ZeW0tIpyVvNgQvghBPVV1Gtj27uH8dMXdF0FToKbhc5dZeckm6Cigp5WPECV1iXpFUAhJekHriozS3Mor0aVVy//1Fq7Nevq6grHRHJroOD7geuHWqvxajx1yEx2cYUpRQYYh2PTD7ISeWVcsjbn3LL4Uz/WepBCchdt0Vo7luVllQLf9x2Ko6plHa8vxm9eudqO5hP0tu0g37l1F016aME8t8hopZ3IZMUYmlRytrnD0SMW3pPLGUa0cBplMBlNMSXIq8hz3L//EAAw2Ji48Faz2UVBismzUYA55TeMLs5cx/sBh1FUTmfs4AGAZr9eMl9vgnMYgiEDz3NU1kJIqvIBep0mnl9YWE3sDdDPbYfuv3iKlOQ0Am3QoHylLM2g0jE4qbaXJsCcutprdhGEto1cCCTEFTB8uo9LahevGPb2LA/Fwwf38c2vWfbpbqfrBod+A8rPQsE5OABzZehRzDCrq2aCFiSF0WyZJJUuKoMkqx2i0mXie56HLC+dEGO/v4HNPnEvGSzYaAMJj9eK8RollZ9yBnDKQfE87jhntDZuIWErEtEYpZzcBGMCnGBbTwxQFFQKPruCJikEJiqnMN/vd1xokAnu+IXG0xl8DyjL2klkTpqALamxczDHddHqdLBBau++LxCR0KlgcCX64AyGHD5VrB7+GE2fQNE4LascJdFAcBMgrXMyGHP0/sIL0CCovdkfwKdxPRkeo6TnjdubmKUpQoKVlRlgPLTzdD69xHRm/053mzCCKtm4wWfHdsw+fbGJdzs2tBB4EjWCnKcJCixEAVe1QTpGTP10xCQKYkEZVClmVOY9EAzbBN2fFin8sXUQeNxxDnOoFQLKG2lxBiOl64tYSGR+LctwBUXhwIuTKaqWrf45Pn6BTsNulHu9BtiMqqSUwjn1ry8MWkQJ8SJc3aH78cmfwruiMATj2N2yh51sytGiMKDMW9io8yPzHCXlH5VNjmZl38NkMgPfto58OToDjwrktEEk4xGyCVXm3Jgij0hQ9eoYkUccSa0C/i6V2leXQJPmqyjR7dtnYsJAkpBn5PVWal9VGcRhLbvBoWityRmHF9h27779dXx88X9THyhXrRlAoq73jBsRGrSGdPttNFmF0Zl9bygDGKoQ3by3gxdH1kEYHp+jojGz3d/BtSYxcB8/x//6T/87AEDvxn18+w//fQDATl9Ax/bdJtnqcaxKVchpXajyAqomspESop7zkiH0apkDBkXOty4L+OSUe4KhpHkyrTL0ex3Mjmlj1wqacmDmyczRcBhToKKDRAqDakZhrziE8etcR7jcQQYrXAoA+g2qsZbVxvM8d2oCjUaEhBxjTwpIaqMfxAgiO2a3tq8hyWyfeL6HTseOuYurMfwgQkk5P0VRICGnSMqh23vbYcs5OHleuNJzKReHzKIoXF6pLVm313Shrd9g6zDW2ta2trWtbW1r+1Lbq8NYeYoospC17/dwSBVFqsxREYxelpWLNnDOHKzFOEODKpWUWlSv+H4AP/Bh6MR3eHiIydieILvdDQSUqd3p9vFVQo9u3CwwpxN3MR+ipCotYTwcPLXPFDWa6FCFTTpdndEUAHqkw+FzD4qguK3ruyhIwCwHA9o2wfrTw48RNCxakCuNyyN7aup2ulDGtmM8OkYjjrBxwxIAvrgcQhCSEHQ6MEQqdXF0hKOnNoRQpgk2Orav+1sD3L5rkxUfPHyAja0d6kftELEaSlzFOBZVU2yJLDEMQxwRN1AYN2wiKGwwogZVbIiHyPGYwYTI+CaTMbJMY3OPQpDdJvygRmoEPNKO8YRxHnWlNGrKUsaAYKnyreZy1FrZMYUF985r28de9tq5rAm4BEwN3eoKKqlF/1JXadeIA5esfH556ZKHObMVT5zXpzMNTe9NLMGp3ABRbE8uN+7cQm+jFlBd8AuJJRZQwJLTAW/G7fFnP/if0N4mJtFmEx2fmIb1FgxpwgkZO62owPdRFHY88jKFmdmwQTK5wmhq4WJ/bnBwVrgTn/QjXFK49XI0hKL5F/iAR6cuJiR8ZcfgL563EW7ZNt7dGAMEyYMLcK8O1a7exk46Aye24hfNCEWN0M0vcN61icjvzKYIYJ//CkC7hvSaXVzR8z7Np+jQqXQStnDqe/B9+k3UhKE5HmUJUip2GE5znH7+DABQTKeYEWL79b17eKtl1xVVceQUQriERje1/TAOVw+bP/3ZBM8+/wgA0G9vY+ea7detwU2AQg93H7yFglK7o1xgRMgBb7eRExqqr+aYFxZVy6AAn2F3y65RvU4TYyKS+/z4ETJh3+/FoxJKWSR3cLtCTAnZ7cYWwh4VU2iNsmlR7OnkHII4Wm51GbBCMyveQEIAglDGJfLmVYWc0PnW5h1EPVupmx5/jlp2zeMMt29YNOb27RvIrmxY7uLgOUb5FOmQeNSSOXb37Pe+8zvfwdaORYz+/If/Jx5RpdK13T30GnbMbFznGL2w69zRZ8/wf/3z/xEA8K2/9/vwhG1U7O++vnFkfhDAdyztHhJaryC4S1au0gIZIRhCho4wz2O+Cz1xXqIkRKLUDHPNUBDLcX9jo2YOg2DCsSNzT0AHlHahSqebGGuFmEJo+Sx3KHBVaXCqnPb81bGNoigRy1oUeREyCqMAZVHrHgqXGGwYcHRix41W2iE+QgqH5DBmlQjqvcv3PLeOpmmKGe0tzWYDAaUGGGNcNEOpyla8wqI8tc6iUtoxRk9fgV690tk5OtiHx+zF7995AE0kWk8fP8KM4mulUnAVsYw79Uy7gdnBCQX38EEQIIoiRBSPlJ50MJVSlctFuLg4x+ef2QxwVWV48sQ6NVejMQLKzbn3wdfcdQ9OTnF6fkrXWR0639racp0puAS/aSeR6HUgiHxMd7oYEzlaf+s6qoZ99g8ffYTDxE7IZiSRU6WEzg3mWmNKGeWFUuBUhjg8OcEFfT45O4ckBs1Ou40tKlW+f+8+tojKvR01a148O4govl1vyqsYx8vZL5zCSmdnF8hze71WP3ZVAowxLAfJ6iqkqiyRpAsWTsEFbtywYc449tAiArJOp4Vuxw6tOJIoU9svRVW6Seh5wjkAxhh3P62NI/JjbLVQHYdZUg014G6DNY4wsDSWTRYAlGYuv8t0tXPgqqpEUYdnjRWFZXV1HrN3cv/hHphhc8suqtu7u/DrhUVy+GLRb1fE7uv7AdokKcHfAFi9GuW4pIWt2VC4Twt8rq4gadOy8XESBiwjILHtTWcJShKZLcoSJZVPF6NTnJ0nODipHegYM3q//SYwoJy1vZ6AL2r2ZolOiyD1aorDmXUE7vTH4LXMRxiDUUjUvEG4VTAPsmaNBTAv7bNMTAFBh41ZkuCScgQvuj14F1SK6gVIKYw9m52iIjFgFfcwCVq4os0pQ+GoCaIgREBEpMMSeEHcgNPxCBE5d2dVikHHOrD9kzFuUHPKloeA8hY309VFeePzLnYS23/dsI/N1B4Who9OsLll80euDhminl1Xrk49nFF+y0aygb60/dPd6uLkmX2nF+MUZ5MTHPXsON7a00giO95m0wk++8iuN4zvglc2LHVwcoEHX7FrZ/uahwltEnrURfXMPt9peoSvvG8PbMN5AayQHXA20QiItdwXBmFYV+gpFCVVRuoQmzt23Tg8fQJQGXejEeP6dbsGbg26KGnMXTyZIRIK3WbtQBe4sWXn0L0b23j/q+8DADw2wR0q1378+BRIbR96mOLmDQrHTRvQRPXOLo8xrmy+28bd1ak8GGdujWEAIiIy1GAuV63KMkeGZzSHJtHVoiwcmajRDIpCVYxzFGaKIrfvNIyvY5LVc45DEThQJgkkrYvcY5CUp5OXFdp0MKuyAjk5GEEUQ5CDILD6vggAitbUTqfj8g+zwzMUtPf4fojxmAg60xMEREzp+b6rpK0qICHnrtVsotvfQIckYSbTBJeXNM6vLjElBvB+qZyor+f7LhRulMImHSYHgwFOT+1+P53MnZP5qhV1HcZa29rWtra1rW1tX2p7JbJz8OQzxL493UEVuEEidKZI8fiF5V0os2QhaGgWcD1jFvK2/wEnoqiUQpIkCMjj9zwPUWhRIs4kmm3ikfA9XBBSU+ZTHB9anppTgI77AAAgAElEQVSyUmi1bLjn0Yc/cQf68XyKgjgw8mx18qRer4c5eZQKDEHPXnsMYEoJUGenZ5hVPwVgIcwr8r4vRkMkBDsmF6eoaqgRJSJPoqTk4yrLMKbT2fhy6CDJXruDjR4Re4UBOlT5trOziwEJKfb7fae3xJlxCVhvcmI2DC4pFgAUnWyTTCOm0BkTHMxRmlsh1NoY/XYyHWE2s6dHLxDod7p4+JY9+XWbPna37XO2Ww2ENTZtFHLUyezGkfbZBLQFDMkW3ORYNG21EIhSpRNwLYscJSVRS8bduLs4O4WmEES/KRBQRU+r3UarZU/m7XYTLYKCp9MEihuImthQcydmxRgDZ7UOTYgtEh+Mwgiq5rfQFWaTMd37Co8f23Cl0hq3b1v0cGtr9XDrzvUeirlFSxp+F6akZHJt4HPbxkqXCAhWVixGxeuKBgVTE5lpwJN2/ObJOe5uR+hQm+fzEi1CNLrtAWKCruMmQ0lzy/gxotiiR5utUxzOqbIIx6R1A3isCYU6UXD1ChC/VHhuCF0UBoPcohNtw6BIA6iYncPv2LBuOB+jFjEwXCIsLcqzB46spDmdTjBodtGhOZurCeY0ri7nY3SposlTrJbpQakF2oRQ7964hXaXJA8+/wsUtOCcb2wjbNlTZkUaVavY3Wt38LWvUp+lBQriEpNFB2ZG1P8HGc4/tGO43WjDT+y6+3T/BOIrxD2TPUc1tmhXmI7wsL+H06ENu098hatjEv7t9TB+Zvvu4uwMQURSH40S7cD+Prs08Jk9ufdjhsmE0KN+HxenltC009laqX2Pj4aISLS5EUjEESUrcw6PuGYiLrB704omq/EhJvu/AFAn9drfjobn+PAv/wIAMDx4jmyeoiRusb1ru/jd3/0OAOCr3/gq9h/bcN6Lzx/j7AWlHoxmuMzt57yp0e3b5z8a5hiR9MH+RwzVru3n7u7DldoHAGWauXleVpULiXOmkVJirlaATykZMowAVbOKCmgK1RZJCklRAgYGnSpwWq8KVSGlcJH0fXcPXWpHSqqZAqOEaFWUKHN77woGMqiTxDXG57a9UqzOP1dHWwCLBtcolaoyePSOtFZurS6rAi0S65VSYDKqNfasxiAAbG5u4vbt23hE4sDHpxfo1Kkb/T5GJGUyT2aOy0dIgZCiS91mAztbVF3LuUsTGI9H0PR8m5tfPE5f6ex0Ag8xbQpFlsOnONy7D9/BlKojxs+fOkifawWOv9mh2gjUG5d1howLV2nBUVGm+nQ6dQ6DHwYAORJXZxm6pEy9udGDoi9NLs8wm9kNLG74AC1208vVtbGiKHLqrkma4vlHNp7+ZDRFkdvPs3wGpn9ObQRUrRqtNfya1EmWENRGpQrM0gwJlZKns5nLUWrGDfSp3PzWrTvokl5Tq9VEs2mdhSiMXDZ6FEUurqlV+XIJ+YpmGIdZei/1L/2o+VIoif0G54Ix7vJshucnTnHakz6+8pV3cO+OhaObEYNPjoEuSygiEysrhZT6sawqSHLW/CV4khm4/jHGuPwisZqvg/ls7JyaqigxvLKhiVariSuK8x8cHaNHjmwzaGBGsGe3HaFHuV47gz4uSQF8ljQxnSVOKdhU2uXaMMYgyBHubG5ie9s6O+2wAUaLYByELv5+eXqB2chuakma4ZiYYT/44F3gb6/WRl4Ui1yrWKFixHjb6NmNGkDGDGRdpllqQNnFw/ND8NDC+FJtgHmUsxJeQIYRdinXRisD6ROhXNhETjphWVkhpTkXlBWKzL7PFg7w8dj26dz0QBya8MMBlKNwWB06N1mO4cBWIQ4jDy3Sw5N+C/G5rZTaYgozcjpFOkTm23c3VgpzmsdXWqEgoscDUWLsCXiU8zPLRjiisEkqJSrKI2kw7vJ8VKMHj8ILftjFZE6bdHMbJYVGDiZjnJM6+JZanUIgSSsElNRSJhkmFAqTMoTfVPSMUzSvkcq7ySEjqkrr7GI0IfHD8yE2unRg1AGY5mhRX1TTCWJDDOFZF9/6qnVkjvYvUc3tPZKqQnpI+TQHOXZ2qWKn7WOrYTeUo6vPkBJzddI/Bd5+fftOErGoPERVk/pCSoE7HaqWa4dIYuuw6hvfwOiEhFHVOfLDZwCAXz15go1r9jmqWYrLZ4/w1t59AMC3fv/7uPuuDV19/PGvMLyw6/0777yPO3Tw+PjDj/DRI5unMz7XGJZUTp9xhIKcyrPnyEqiMaBD3Co2n4ydM8+4gaIFUkjuaDYE9xzDb1lVLueFYSEizI10ew9TDCrJXam+BnOhVC7EQqeUC5dLN58lKGsy1apASmkmCQwErb/ZZIbpzK5pYbQ6xWcQ+G6vabda2BrYPWt70IZXC9OmBQqq9EqSDPlJLcrL4dH8q1Tl2qGUwsnJsUsI3dndRUDpHVmWISefIvAAwepDI1zlbLvVwmhkY82z2cyRGM7mU7RIN21j44urBtdhrLWtbW1rW9va1valtlceSaQw0Ia8rYi7UAGT3CEPnAmHMjAY1NnK1nmr/14QyGljqAqFKkuiGB55oUpXyEmFuMhnyKb2N7eu7+LhAwt7NlotlORNVqVGSslPeTZHklrPtt1anRZbKeWQE8GBjRpGjUKcEgldQzSAgrzWrERFWkSl0ZhTaKTMMhTEGaDnOXS5uK7nC4Rt+0wb3R42KFzVjBvoEsrT6/XQJYQh9KXLcgfgyJY4M1iVe2bZGAOWgaDlaywjRMYlBItFYq5h8Lht79t3d3B88AwAIGWE9957CEn07oYDc9IZSoxCkFOinqpQki4M48vJfNohetKT7rSjDZZCoau19Uc/+peYEXHaw/tvY0ZhSU9IHOxbROBqMnGniEtVoj7kBJIhqGVB+j30CFadZwp5XroTWVnm0LXmlifg0ZE1imMH8R4838fzAxve/Tt/9/t46549iX78i185EshKASmhCZPp6pIf3esN0LBH5ElEPvHpqBKsIDQnCKAcVF3Cp/YqVYETEiWDCAGhaDz2oJkAuK1GMwihKdRgPAGPEkLTyRg5vU8/lpgRxN0KCnSlDTXN2RbC2H5eyhi+T3NQrY5ANoo5mlQsMJ+V6FJiexI3kJQ2jB1EHXxeUUJ1IOHHNms2iZrIKASWeT6ajJCNeY5iNEGH+HSafgRNXF6bKcdgaiF1DxphaJGEi0EXgkKQxX6BF+c2zHJ/coBvtAkFzCp8emorf7rp6vpfV2cjFAlVPWZzVJRcPlWH2O7a+3s8RlEQos4mmA2p76VARiSIhc4RNe2Yn6cSs5Pn6FPou6oqjEb2364uhggHVNBxbwf92CJnl+NTV1kWiAAsts80Z4DK7ek5PZ+BtywiODmdAr/3+vZN09LhOoxxMEJ1w4DjhKRY5mWFUlNRShmjbFl0+GJ4jo9/aau0bt+9DZ+kCJ5/9CneuvM29t62avfvf+Wb2D+xqM3e3bfwre9+19776AVOntn32dsY4MZbFor62cdP8IMf/9Le++oKO7csqpQkcwyVRYXSN9CN0nnhqg0FZ9BlXQEkXCqAVgtSQVQColFrIBowmru+9JESmsGMQpVnjk9HqQp5avtOSI5qRiGqycTJGKmsgq4rPgHHs6Q9Aa1rpfEUPqHp8g1IBaWUKIl8U3oePnjPSo4cnzwHo/263W1j/7kNG8ogQL2nc85d6gM0c9VXSikcHR1hsGXDuNs7191aPZ3O0Ova991pefBpHRN+4IpJlFKYU5HGdDrFFSH4niexS4npne4Xc1690tk5PD+Arst/mYEmIqXAj11VTiADFGXN7Gpe2lTrjHUuNOBCAFZPqM49CYLALcpZliMjhyEOBN5+aOOoX//aB2jTJlRUGoLKmitPgVHoRHgGnErrvKV44+vMEhNRWEoyfOuh3aCuJwX+2Z/8CwBAOp5ATe0CW81SFFQGX5UVdA1DGu0I3aTw4AU+OMVNo0aEdstuKN1Ox8Upu90uelTp0Yhi55FwvnAsiyJ3JHvekjBm9QbVWAD7QgeHLVUuuaI6cHCi2TUqx80bdnP43vf+CGfndnBfjRh6/Y4jJUwMc84EA4ee2MkZBh68mkTLk2D03m3mPVXFsCU9LG1egnxXsT/70z/H8NIO/OdPXrgyz2vXdpwYqyo0PvvU5s1U6RS7m3ZSdBrvoEkVTIHno1szhp+PwcAWzM7a5h0Atgqt1tSBUTg9thtxMpviE9KQee/dB3hw3+qpCanBCTqHZo6l++pquFL7AKDV6IIK95CbGXJO1Ra6AUEMqUGnBz61eW6cz8Ck/YHne2BUiaGMhCQ6CYEmmBDgkqgUSoaSDhvQCllVCwFqSBL2M5qDhj9CH9jrkshfEYN5TtQMhsRmg3Z/5TYqBnBlF7PNWYJdGpEjeChogZ0lc2QULtsLBtihMNBIGLTmdo72Jhe4Edj3KwXHfpGgQ78XyRQTct63BMcWlaGnVY45OYGeFhAE4e8MDxBt2nCVnp86csNOGKJNjuGRWR0gP3pxCBHZUJThEl3SpmsIifGhvXZ7o4OSCB0vhzOMSYsvFg1MKCdk59YuGKlAzq4O0Ov1cT6y716CIaNK0mw+R06s2mdyhq1t+/vjw2NsE3ng/sVzR24YdTU05aN14muukkenqxHSaa2cSK1gcIKOxhi8oFwgn2tIQfpwGui2rQN2dvEpuqGdf54f4pNffGz7JojQjfu4cesO/VuAe/csNUcYhbg6so7P1dkVdh9YtvlmfwPvUe7eV1+8gPAtqeDPfvUIByM6DPV6IL5USG/1EI9kzCkF+EIgo8NvVRQoivpg6iEgQMAIAUMHIg0FoD4ILvrKgwTEIhfQVAoZ5ShJb+E05mnqKDkajY5bh5jO7HPB5srWzPi+BFqxnd+etzpdyXg8eYnAD0REWsxyXFClo9dooUmVpWHYwHhEBIe+B0mM0bPR2LEhNxoNNBpNDId23csL9RIj8ubArhXdNjCd1Bph3IXt0iRFVfej1q6qtbfRwzYRbPr+mlRwbWtb29rWtra1/f/UXonsnJyeLEI8Qjhkx/cyZOSthUEIRWrDRrysU70ID71c2SM4h6DTe54mUAQDlmW10Nl65wG+9rWvAbBJunV2eKngCA2VUi4UQpiIvQdb3Ydrt9vO0xTcQ0Tw+20/QEikVsnlGAkhO2VRwZiatG4hi8C55zhwhCfAOBCEto0bvS62SJ15Y6OPDYKbO+0e4gYlhPq+o8sOfemImLSunIdt9EJL5F8nnFXbF/3W8SVpA0MhgSgCvvVbFqGIYwEp7Anozr095HmJNF3IhtREggwMPqEKQgqnKFxWBgl9P8sVPOqvqloksmqtXqroW8XiMMQlIV0f/fxDV7mw/+SxI7cqAZcA1wolGoRCpPMEkVefRLkbv6qsUNL/7HMtj23uxlhZ5sgIDWmGPvqUSF/Mp7g4tYjPZHyOqrQn9SoHDCUuNxurn7SacQwYUjGXPZdw7rMWUNnPU8nABcmPmMJpgUnRsErkADTzHIV/BQNPBDCkSs9VCZ/6Ii81zs4souBLhgZVZRrDUdNYNRshdoVtwzDTmCcUXooWpKHmDTivZkIiJ1KpsMgBz57yO+UEHRr3Z8kVYs8+S8w8GAohebGEqE/VZQ5ehynDGFJ6KOl5dDGDIXa8lAmnHt/wOMb0jnzuoYrsPcbjI5TbFu3t7r4Nb2TDokwVkIn9fuavjgrcvnXTqcxro1FQmC9JE2ySREU5nToupHYsMLhmkaXRPEEQU+JyFeDpo2cAgO3uAJlKkJN0gGw1EZNsj5AASO3aEyHmlNR5c28PzQ59p+3B9+zf86pCc8eOjyKaIxuTLEm+WhuFt0A0pBBurTYGjihRoUJQh4RliN6OrU5syW9g/tlfAgBOL8fIZrYPtlttRM22Q5lMoUD545ieX2B0acNue/ceIiTU3DABCNum67c9/L0/+J7tc5WieWX76WfPT3H3/W8CAAY711ZqHwBEcQTtCi08NxezvHC1h6oqUeW13h+DqKuZWOF4zqA5pKwlmAQqwSBoDytmCTRVVxUSaIR2PLa6XeQ1yV5VElIEVLMpPCouKDMFZSiElmfIau4wf3V5Gs65S58wxiBNaj4dBUFSHZz54BRSG45GEETQaCBcFas2BhlBwY1mE4PBJsYUvufCc8SqVvfK3rvf78CnJOjT4yGGV3a+RI2G0yHs93uIaS5EjQi1SkSWf3FqwCudHW+J4dCYhWZRURSuYsb3fZROlLAClipW6hAAB0O9jdShgFqCPslSeBT+2NrcxPsUG3z73h137yzL3P2WnR2jtQvnaK2dwNibOAJKKRdWms9m+PRTSzKVVik05QDpInUEd1LKhc4UM/BpoYvj2Dk7YBpSSmwRo+lGb4AewfndbhcNWoiCIFz0EeeuTMq2aXG/BemicRny3hvArr9ui+5hL+fsLP27IRj0xs1NvP3Akp392Z/+EHlOZcfNHqazHMzU44MhJ6iTs4X4mzFwDlpaACxd5HFpXRNzVYB7dwaMq/rxVjLfFygopypPFuzIWTpFRtVjfhQjIMK/gAeYkZ7UfDbDZq8m+WNg1B9VWWI6nqJQdQzeuGe0eUV1eKvEeGRDaKO8gCEn9dFHH+Ls1G6Mh0cnmCc147hBRay93daD1RoIoN++Q6I3ADMVQBuHEL4jSfNlBwGFTq+ODtBqU9VE7i9CrMpHTrF4bTjAGQSFnLgqaHcEzk9HmFMf9a5vw6s1fwLfUSHEeoA4svH34TMJRcR0qhwhoFwa8xuqM7/IpsyDpkVaGIWMnDCdXWCTrsOEgBb2PXKtUdA9K1XAI4fZMCCnOvJSA5wLaIoBikoDFDoouMSkJtKEQhHaUE7S3kMiLVQ/Hx7h5MKWMG/HfXASAe4XBTxWh9lWNykBYSgXgvsIBYkn+iFgFpU5l7SBM2FQXNkFPMtL7NzcofbOwciBneUpRldTXBvYSqRJMkGLWN4rU+Ba365vWZpi45Yd62VlUMA6PoNeC+WYKmKP57hi9r13thpodm1fNxqdldpn2ILaQpXKrdUAYGgD9LjCgJLmdgcbuLtBOXPXQ/zq5FMAwDC5RE7Ogr/ZhNdoQFF7k/EcYWz/bTKZurzHMGqgVrll0nfVk6bk2L1m++3f/P730b/3DgDgp8/PceIRqSM5aKuYMgo5ha4MN6jIMTVqsY5ppdzaAS7AdM0Kn7pdl8kAnr/IzeSCgVHoeD6aoC7BMhooKCwkGHe5lbrKoakS06jKpYCowF8QsioDQ/eudbtWMSGE22OklLj/jq1++91c4zGx/l8OR0jogNFsNMGcO2FQUv9EcdNVZirD4IUROrwWJuVu/xmPx4Cy90umBqqgw2RRoU0M971+1z1THEcuXYFxA4dvvCJFcB3GWtva1ra2ta1tbV9qeyWyo5RySIKU0iVTGW1eSqZ1Okps+RRn4FAeLBJQmTEIggDNlj1htJqxqyLY29vDtR3rgQe+52A0KYQ7H1bKuAQtrbV7Pr2E8rxJ8m6e5w55AICCTr2j2dB64QAk11BOTdqH4AtCxD4pfYdh4O4rpIDv+9i7bqsMNjY2EBAs53kePG/R7fXfjDEUdMLOTYUwqGn/S9e/Si1CPG8iifHrtkBzXhKFcJ6vYQySwjzvvL3reHZ++rMnaHUt3KsVR+gbxPGCJ6FWCOfcg6DwRqlKVASjlmqBunEOCKrOKIJFWxjXCKlaoUWEW6+zF/tPUINqIvZhVF01xcBrFEAyh1ZBc1dpkKWpHc8Asjx31QFpmqKqKqvnBYvk1DpZgkvXjqoqkCYkWZCkDl5/sf8MF2cnrj+1rsNeJbKC+KAooXQVi+TAaXMxGGBprikKXQkvxY//4l8CAM73j/HeWxYllRIYzqlSqUhQUHWc4SG4qqDpBUsOTIi3ajIcot2yYzaIGpC+PV1FzQ3Ihm1k0SiRVrUWnsQos9/ZEAkAgqr56orgL/wYhSIU02uB1f1dZihqLi7hQ3YsglHMU0zoPc7hQRF55Zj5ENI+y7Fs4NDvIK1syKnNBM6kPU1LkYMOkOgKH4bIA6eexJSSH693tiCoaumT0QtH9PbQAF5IhQbR6m08vxy6yratjRgNCs1USYqSdKimwwk4rTFXFyNkFC7r9rtok4TH6cUZMkofaDXaCLjE0ZktHui0GsgpdNDttLF/YsOpe/fuYJzb0HxgBDhx6AyT1CmV91st/Ooze3Jv+T5AVTEzs5okhmaWVwYAMcsu4FmP2ffTi4Dbm7Ydg04TmlDZWcnhb9kk5NkLhe4mzTEolIK7QhiZZCgps1hpjQalAoABui5I0BqcQrKcC/SIE6k72EVJffvdzWt4SpIqvzxbfT1lTLv75Gnlko+N1o7QtCwVBKGkRheolx6GCoySaKUIoIh4VikNrg2EqNGXHJx+LzwBRlGVrMjd3hsL4eAK0W5CUBEBJHP6gHGnCa9OApar80GV5aISNfB99Gif+853v4u7lBx+cHiI8cQikKPZ2FVK5Xnu1nwAwKZF3lqtFjY2NhASmhV6gYv0eFIiCGqtxOU9XjkONS4MDPVDWS6kfZQqKar06qjOa52dusGccxgi4yqqakFup5kLb2mtXPY949yFE9pRiDZB3/1+H91uF91elzqg6crYGWOWDRdAUSw24rKqXBir0nCQdFVV7t5VVb3E0ryqtVotp8+R5wXmNImOjk7QoPLvMJAwtFmFYYwGZbfXoqaADUnV9xVCwvM8NEkgMvBCp+HFGHOlg5wLF6IKw9A5IUJwd62yLF2flmXhvlNf71/P/ibWx7CA+Sqt0d6wm8Xb92/hVx9bXbLT8zk6PRueiAKBXttHHNt3rJoeZpQzkGXa5WFpU7nwXlUUqCjU5XkCwtRllpmrNApDgRaVp9d9+1pTQOni2IXLd4oQoklkU+PxxIVZWBkiogXn6PgU20REdjVJsE/sqsPxENLnSKb2/TAuAVrUijRDRKFXoxUCWpSGRYHpUiVgRiXmURS6d66rEqJOjqpegbn+mlVqjqoWudMGYklTh9MC6ZkOvv6Nf8P2w/t/C4acTzWdYPa53Qg//fwcWVFr7iTY6XFEdPBgno/LS2LIZgptYlaGEGBUycG8CB0KaeTCQIztRgoOfPTEvv9vvqXR7NRw/mpVPAAwiSQUMT2bYAvEf4euMpD0Tq+6XZhdm0Nz8PxTMAoJTeMWurl1VNtRjIzalPkNTDy4TVf4HHNeP9sMPXKuBqKLhMJ2HU9CEVy+4UUIiTTQDz2wxIYmL2cX6GS2r66r1diFASCtNALSGVJau0VaVTMkxC1QZBUiWhN3Bn2k2q6VWZZiNLROh8kUQI7XXI+Qp7kL4RTzBMpYZ9Oggaax1yrHKcZnRAqqDFROOVnNDbS27YEzNyXu3rGOQTlM0TB2HahD1K8zxhaUgnxJAJdxBo9CMUxlSEb2fZ5MRmjQHPUMR9W1IfPiagpOGTCFHiFVBnPKE+WlgeaUB9JpQ9aHtyJzOn5M8KXjGwcoJ4lLA0HzKNY57sX2Pbd23iCMVeROX80o7shPNRhkHVoBdykKlS6XHA0GQd8Jw8g5R6YsAW3g054jfAlGB2HDmSPh9X3P7QeSw5WYgxkocsCaYeycHd+T8Gqm+mz1nJ1ly/LcKRVIyXHntn1He9evgbM693GIcyJ3fPH8BS4v7dgy0OiT0Pa169cxGAzQapBOWdByqQrNRhOaDnClWZDnMrbE5szMIlUEcFVeqqqQ0IGzLL+4jesw1trWtra1rW1ta/tS22uRHYeiKAWJWrbAuM/BNbya50OGjra52+2iTzwOO/0u2lSlEkURcezUVV7ypdCMg6+4WpCiVcpBo2qJjLwsSwdS2ATlRXL0qub7vksY9vwAFWoEp4Wb1wk9YQKG1Rw6Pjod65kyCHdi9Jf4eozh0NqgEdnrxmEM5qq2uOMYEkK6fszzfIlfxryUuFz3CecLrafak/1/a+7k9dJngEfhn/3nZ/jrn1jytKjRRRDYb272I4QeHH9Lp9NAQO2ayMzxITDOEFGycllWLlHWD6SrZGN6SWXdGNQwj+N4eo398b/3j11i+XB0hUuSC9m7cQPf/Iattth/9gwHpOfmCQ5Z632lCqRKAB628f7Xv23bd/0uhpMJjklZd3d3DxFVRIyGMwfT7u4M8PChJS97/Pgx9vef23tI6VDKssgd1C6lwO6uRZK2r+2t1D4A2D/9EN2INKGCPjhVZlVl5So4pGxha9OeDCuVYz6hU2O4ga2RRS3+Os2xf2LfWcOfocULxzEymeSYUrVOvyEQEYIjgiZA44HJADK0yITWJZrGQtedRoXHp/Y702SOPTpJi3CRgPk6KyYnTk6kCjcx5qQAzQqcMSIPlQESkqtomBKV498ZYTexbWyXBnxoT5bMmyJUG/ApFNWcz9EaWvSuSIfYa9sqyVhxsMxC8r2yAR3Y528EEWKSd8jaPRhNCbBpgoOplTlIScJhFauSEjHNoRcn504Gp1Aa50N7/1YrhEfjS/qemyeNKMLFhb2XKivExBEkmMT1G1s4PbXPE0YhKC8fURTjzq4NPedaI6CkX8GAhPTGRCAhqNCCcwlJx3jmR/AINezEq4dA6sISzvlCHVxwML4InztCUd/HpAZDjYQM7Nqqwz6mVA3r+x7SosSMwiSCK8AjWZamgqYEYV4yMFnr1wloQqNKBOB1NaE24FQAEbECIaFbMV99nL7z4D7SvK6WhYMMymqhIcXYAtnRVQWla9Sfg9MzciFREspaZBmqsnLRBG0bav9mgKA+rcqF9ERVVS6UAxgUhIAETDjZiTLJUGfvem9AKmiMduFuxphD3qWU8Gk8Bl6Amvqt5XfQpnW+32zg4sL2a16kaDYpvN3fQBD6iIJaV1A4DcaqzFyxgULl9lVPSkQ0NpUulyq7GQTdryolIkdc+MUpLOxNNJbWtra1rW1ta1vb2v6/Zusw1trWtra1rW1ta/tS29rZWdva1ra2ta1tbV9qWzs7a1vb2ta2trWt7UttaxURvSsAACAASURBVGdnbWtb29rWtra1falt7eysbW1rW9va1ra2L7WtnZ21rW1ta1vb2tb2pba1s7O2ta1tbWtb29q+1LZ2dta2trWtbW1rW9uX2l5Ji/nf/NP/2VS1BgjDS6JutbEl/ZP6v/+GcQavFjVjDAIMpmYbZmbBgmwWQl9mSb+JgUHymvmTOyG05e9oZhyDsgHwH/7xH6xEo/zBva8vkfe+TLBY/7cUElws/MKa2Vdp7Z5XG+N0Sqw4KnNy9AxswSjMmGMYXTat9Uuf15pfRht3b6MNWC1IKgR+/Mm/WqmN//wHHxuQBk+/GSAmBsx5oTEnDTLNOAKvZh+twEm/KQ4EQl/SMwFlYa+TFyVKCNQkx57HnbaJYIAgzRRtuBN7g6rgk96LL4Vj/9TgjvFTskU/aM7wjQe3XtvG//Q/+i3zv/ypFS98cTLFe+9uAgC+9nYXf/Xjc7ouUNTaQybHe3esFlBVePjpI/ud3//OHn7woWXXNarA73wwQEkaLRcjjmfHVntJVwn2dokhWHCcXljmz/GkxJ09y+j79t4unh5bRt95muJ33rUstpuDDk4uSYS0TPBP/oePV3qHf/TH3zK1YCkYnD6O73vwZC3QC3Bm7x8GoRt/WmkoGk/Sl04wUFcK8/Ecs7Fl49ZaoyZZZZJB1Gy0AvCCeiwbtwzIpfHKuIBHTKdhQ8IngVjuCfwX/8l/v1Ibf/GLXxgnpiuEY1Cv5xNgWdZrrRyllBPf5Zy/pJNnXhIqZi/p5tXXWp7vy/fwPM+x1C7PyyAIEBHD7fJ18jzH+++/v1Ibf/Sn/8z4oW2X4AIZCZkeHB/ixz/4CQBgZ2sX127a8cIaDFcjy4xsqgrdlh2313duwsCOu4vhKY7PjhET43Wn00azaR8nSU6d6G0z7GHQskKbUdBBSXP0ajJxMm2VqtBtWRbj7d4mkrllHT88/SV+79/6z1/bxv/yv/6eebF/7vqFSMex12YQRG5blAbtnv2HvR0Gzqwu1dODFBvblnX//q23cTr6ObVnD57egSJG31Y3RLtnxSh/9vMn6HRsn7zz7geYjq122fP9I1xeWiHeVI1xNbY3H3Tv4m0SyD29/BTPXnwCAPjK23+Iv/t7/3ild/hf/ZP/1jCnPLxgRPaF75jnOV/SBWO8JjG2c2dp3NQ3jOPYsofT+q6w+J5mcGLMlmC+1nZbiF+bJVHsakm7sipLpz5QVRX+s//4P1hVXsDoJX0qQ/uBAQD2G4SkDV+i4V/eRxk5D2Rcu58bMNs2WIFwvvy5U6UGRP050+7aLzXCLJiYLds4/41tfKWz4wfCiSszweFWQsMWauNKveRk8CX5AdclWqM09cbGYLhwC4gdCMw1uP6NUvol2vF6M+RYdnbgOl4w7QbBm7BCM8a+8Pv150qrl3q3fkrOGVRNoy0EtH55Ea0X32WH0Bjz0t8vSVzQPdymBrx0X8aZk5qQb6BgmyosRPWMhGQk3skVQNTpxjAnRMilREg0/Exw5KQ2XFYaBYkP5qVCxZgTceWCOcV4zRg0X0hi1ItBqQ1yWlU1DEin0qqs1w6OMTTTf60fXmEnZzPX174v0W8R1X/YQJLaBW+3H+HyytLNm4AjpTaZEiiq2nnliEj9mWmFKq8wGNgN5GIydQ5rqyHg0XvwQ4DEuVGpCnFo6f/DyINPyvHSixBHtj8vx3OcknPRa60uPugFAovuMPCpTztxhCYpZzN4YKBrcn/hIFSl2+wF95wAq+YVWMTBtX22qloooAshIMkx5cK+X8Cq1XNalRg3bkFmTDhxUgkOQaKU4tVLzEsmpXTrCud8sa4szRO9tKgvi/79+hxedo7qsQHAOYB1e+vvCSGWNqfF+rZ8XSHES8/0m57jdTbLU7Rq+nsAmvpJIsDZ6RAA8PzxCdq//BwA0L4eY+uG3cy3tjZRGDsGL+YXGI0sJf88HeN0eIpHf/WXAIBvffMr2Nr06dkmaER2TCQlwywZURt9zBLrNPb7W4gaVgIkLzIkMysZMp1dQukp/X21Uvs24hid2/awEUUaTw/s/YpSIaKun1+OcDGyc2DQaSEMrezF8Gro5mW/vYPAs6LD4+k5ep0+JhPb3+nlEIB1OjudNt573z57WXwCPyKF7V4TccvKuBwdH+Hnn/6VfaZwEwUd2G5ce4gBCRtfnKwu+fGSmvsyCLD88dKaz/kSTsAMctLy+Pyzz5xS+N7162i324hi2xdeEEB4i7nDaO9lxmBpZ0UttKOXxulLAMSSE/8mMkr2ovR/S4LFywADmF6AFjBgjOauUagXcQMOUz87AKNzd10Izx2QGRaghwGHrp/ZcCiaI0Yu2su0ATPkg5gCivZ+HodgXxCwWoex1ra2ta1tbWtb25faXnnsYow7ETpwBkNYHAN3gn3MLE7gegm14Jw7pKVQlfMIDWPQnDnAggMOqeGMQUor6CW9ZfSHObfMsAVisiz+WemFl/mbwm1fZMuhoeUTZP3fv36fGlmp/33ZW65hd6219VJ/A1KzHKr69RCgC119wWmSsQWy8yZeumYStds8yyqUhOAIKV2oIuQLsTfNORiJWGYZc++RCQ+Kmi+FQJGVTsiOewyS0BzP91G5UJ+CIPjL9wOIWuzUaCiCNytjUNHNhSehCHbFy4f1L7QnB2OA1Ugj0CCko8wZJnP7fNv/D3tv2mzXdZ6JPWvP+8x3HoALXMwAAQgkSEoiJUqMbKsVu+O43eXE6bRcqUpSdlX8IR+S8i+w/4CrkqrEpdjuVLrTHrq6KcuyKEvdpCRSAykOIIkZF8Od7z3zOXtca+XD++51DigQPMhH1V1feHlwhr3XXsO7nud9nnemhISpPE/DUHbDYQauIYf+MEOSFoVNPey2I2jQM/UcB2Wfnt1MVUAyGjRdKaFTJjphZ0/DYZgnTSVsu7hvB7s9osByCRSnntAfoQyf1o6vHEPG40PK3CA7jbCEkkPfYwsfGaM0SaYxTOj0nOcJFCOr6SCFMPNYIMukKTJoe95obkmFgtuwYMMtnq1lQVjFeBAGMdZCGGTHtgn1pGt6gnGqlClwW6vVRsgqIyjFe4r28bn6qH9TSqHb7WJqasq8Po6OfpzuAh6mmvXHTswFiqOUMn8XVMIkzfKBTHMRySwDAzW48dEdpAn91vzMMrIhjZfWeoSvfOVFAMDm7hpEwMUSnT6ckIumxgqLK0tIeA5VGg24AY1DDRulCqGT5aAK8Cm5G3XhBYSAChuIIkY9hUZQ5u/NU9zdoMK271+9jX8+wf196/WrWJyh3372/FGcO74CALizdt/sAX7NR9wjVKk/cM04zaSDrEloleMOMT1HVF5n9zpEHiOxqL+399t4cPcNAMDSyufAtUrR7bWQZzSZB51tBEzlHV4OsXifEJxWq4k7d38CADh56hTyjPqz15+cDSAKk/4WsMzaI2FBgq5Ra2tsrbcgmIGI4yF6vBYM+l3cvUs0Yb/bQb1WQ6VGKJUfBvBLtI6FpTJCn4u+2o5hT7TW0Dw3pBoV5x5HP2Weo6CjxufHJG37PhVB3nmwjbAoBAxt5rbrOcT4ABCui2qZC3OmfQwHhOjFeQKH12PbFtjZWEMa03XMHzqKHo9zoRUcg0Zp6GLPgQfPp/EbziwAgqn5NIfKIwDA3vYGhhEhkJ/9wucQcqHuj7fHBjuh60My5pRrDTkG4dq8YDrWKPCxhDW2CWvkagSJm6qvVkGFjTbw8QVH8yZ798FtVLiCekGV8N1jPHehiCjCoGyqgydx/LjbeqjpMfhsnPcf5+o/HpSMt/GFuMjfgaA8mzwrIPnxgMUy1bDHofOPD8TxhXf8PZ/0/se1LM8hisGTK2jeHCuuC07fQMV3Eef03a0oQWAXi6WGxc83g0bKzzF0XVhWDq3oXgJ3LEdEC0iGox0bCD36vMIIBhXQ8IofzySkHvVjwDC//Yjcpke1PM2guWKu59uIE/ptmeUm58ZxxmhCqeDzCuk3SvC2aLHd2O6afBAhS5C2hUFEY0lYHho1+szsFLC5Tb8RxwrFpduOgMtBVBSnpsL7dDWEz/RYd3cA4RSB4OT0x2ef/sLY5q/g2EUOm0bKAUKS5IgynktxgljTtcs0Axx6feXQKhZnDwEAWq0O9vfaSFPqOyFgApk8T8yCLvMMccrBmlLwuNRxyQngubzAWYJoUQC2K0zg7/N/J2lSSjSbRJdUq1XzulLqkZSw4zgP5ew8io7WWsN1XfN5y7IeOjCMf2/RLMsyuTlKKTMmxg894zRW0X+TtFzEiCOu0m27WL9NNOtbP3kXoc/rnefBTYs8kADf+7sfAgC22+uYOkSb3gtfehqzsxTA1afqELbA4cPHATAFyVNHSQXP5Evao/QDoSAsuu72cBeCqW0lJJSi17NMQ3sUEJ06//xkN2hJbO7T56/e2cDz5w4DAFaPNLC9R8/Wd3wcPURU106rjZ6iQCssO7AUV4HPJcqc2+RNHYJUdfge5eP49hC7XdrcpqJ1xAN6X7vbQYfz4dKohcbMIr2nUcfLL5wBAGxuDBBFlEvX3L+LVpO+R8ojk91f0R6V+qDVaE4LGxb3KYRANKR7HPR7JlhpVGto8zjvd7tIhkMM+H1e4MPhueO4jskFqlQqKJepjzzPNWuzsF1zSePzRSllKK4nLfo9aNO1tDZbSPn3HWg4PLiCwIfN611YDVEshHG/jW6HgtZhPoTm9yiVYevOdZMK4QWOSSGwYaMfU/CSZ33Y4BxXy0VQprGiLA+2Q4GPzIU5ILfasVk3Nh5s48QnBDsHNNZBO2gH7aAdtIN20H6p22ORnUyr0YnbsmBjBH8Xp27Xtg0srjVMotA48uBAwGZ437YI3vPGvquAwoWwsNPdAABcvX4Fi4sUmYdhCMGIkB47jY2fro6sHEbKlMr6xubEHfBJSrJxKJteL6LjcURFw7B8Csg5QffS5dO4/Pw5fPvvXwcAbNzfNycny/YMzabF6PqFHktoG1d+jfWjZVkPIUmTNlcQugQAvmXDc0cJY0XycZpJsDALiRzls9u2bU4GSZaYPsmzHI4QCAM6AZeCAGlK9x8lGTQjJ+UwgMO0TT/OIPnUqGQGh5Eg3/WQF8meaYxSmU47BS32aW2q4mNzj05oruuYE4bOJRRTaPXQhcs3FfqOQRza3RgVzpzsDmPUyvT6ykIFrW4KPhQjS3MkGX3e9224Dl+vys0pz7YoGREA8lzRtYDg3u1tgnW9Uoipms/vn+z+6GZsuIzI0fXT31pKaEk/msoIxTc6WsBJ6T3T3iw+c+YiAODQ/BHs7lNfRZFAuQw0GqyiCkPEjGLUa1XMzXHy5v42fn6Fkl/jtItKWOF+Lxl4XTousjF4O/SpH11ncmRHa41er2f+vxhrjuM8RB8V7eOo5zjdO46M+r5vkKbx7y2+u/jtcYp6nI4v3p9lmZl/SZKYz5bL5YnvMUOErFC2JClu374FAKiVp6D49a3tTeRdUjR5pQr27xOV1M8k1rf5uesSfv3XP0+/H7jIdW4EJLZjmzQBbQuAT8+5klBMNQpPIJUJf5eEkcVYcpT+apdQbizQb0xNhiQH/kjEsLHVQv8IncrrFR+S1WP1kofTx4miquwAEXG7mK3U0R3Q3Oi0LLSqdFp3XIF6fQkNmxBMV8TY26V+iPQ22nv0e722jyhiJNfWyFJCcLK8hHqdnv/6vbvwfOqnpcUVTNfpGa7dSya6P9MeAfRrqLF/ENSvAHq9PtKIUAvXHj0bSwALPMeUVIiTxKCIrWHfKCht10Hg0zo7HFbMOjA+zsu1KUzPzgN4WI2ltR6lmTwJjaVgaGwXHnxOL7G0Gu0NwjF0ep4M0eOtKZM5JN+lG1TQ4YTsaBgDlof1nRsAgA/Xb6HEyr/zpy9irkFIpexFSBNClYSVwcqZ5hy2oH1Og3DKsLgfnGodtz/6AAAQ3rqFE+fPPfKWHhvsKKUM5GZbtpGQKa2R8aaf5GOTYxwmEzDBkathqC7f94nuysdhNv680Njdp6x4x3Mh+DMalKcAANVaDb5PHd/tdlEIIfZbe0iNJDV63G39QhuHph9FGY3nyuT5uAIEJioYpBFy3uyXFmbwG1/9EmanSEXxyn94FVtbtHh1O32T+6S1jYA3C1JyjbL6xxfucUjyUbLZT2uh6yBOOLfGdlBieLgXZ+gMOAdAWLBZZVNyBRTnt7SjkcrNs0ebeSoVLKWRZcX7EnOdUms4TH+6toW8CKjG4jSFkdKv5Lgmt8OxAc3Pusgt+rRmWxoZb/iWBkoMs0bD3Ki8KqUQHm9Ojk2BCQD0BrHJ65mdDhDYxXVIVMvCSLxtJdHqFPJlB36JxsPsbBXr2z2+DguyGMyWZfKhBnGMgIPCWq1k6M5eNDn98cHVD1Eq03eUwxAlVtjYwhotiraPkBOQLNdFoeVcXVzC8jQtJNeuvo9XX3sLAPDRjXs4fvwkTp0jKe7i7AzKTN9oqRB49LfrefBL9HdQ8zHboLyCuVIFIb9H2B7nhpHiyS8CBz35AiuEMMGO67qGSvI8z+TyDAaDX5CMAzQ3DI2q1C/k0YwfZMbnVvGZcal7lmVmLI+/nqYpPvzwQwDAX/7lX2JujjbyF154AU8//fRE96iRm+9r3u3Aj+j6y2GAWw8I+t/ZfoAFQutRyYDlRcp7afYT7LYpaP7gp1cwVab+/vwXL8Mv+8iYtszzFEqOcqYKGwghFNRY4FNQXZaAObBaQpiUgzTvIec13xKP2N0f0aJhhlKJ+r7bz3DlNq17Z49W0Grz/IkdNFuk+Hrq3LOwbDrczEwfRQ4av/udCK5FwU6eduAHdTgpq7OiTRxdvUz3h6toM92ys91FtUZ9W61WIUHqtiipYWeDDtFRugPbp/Er0UYY0oHac59QqfQIwezHv6FQWkXDyFhuWGM5p9AKIc/jSrkCrRRSXvuiJMaQaZ1+f4BhROO/027BKQ49YYhul/rR9kJ87oUv0HWMHc4fvrDJ9wwNBZnxwTYBdJmtLlwXLlN1lo4wHDBV7ih4nHaSKgnLLxSeEXp93o+Fi8bMFOJrNMf//avfQ2LT/vfSpTv48uVnAADLR48gj/kwGSeAT+9X7buo1At7izIEbyC5AK7fp9yn+nzpE+/pgMY6aAftoB20g3bQDtovdXs8jaXykepKKeMpI7VGztF/rhWkUVoBLkOpvnDMqdoRFlw+VbuOgzyXGBaJcloDnMHe2t3Bzg5F4OVyBW0+xczOzhoqxbYseC4jE92eoQpUagGMICCZPEF5vI2f/sYh7TyXGI+KxxOqFZ+aEmsUlX9w5Rp+/tP38Nln6fQRBh7u3SUoehhFkEyHuG4VQ06m/cfv/QBJMkq2HL+mcbTpUQmVn9a6SWzuxy0FRtWT5AppccqwBIrDjeN6SPgEmGa5gevjXCHOCv8EDV8Y8ABxHEM4dEpplDyU7IKey5HyKTPJ1Shx1beR8mml2+mY123fMc/6UeaLj2qtdozCvMESGiolhC+zfAQMWQ8GsYFzk1RBchK7DYEHO3Ry6EcZnj43x++xsbHTRbXC91QvwbLoFJVkEjYbLUqpTV+Nn5ChNXJG0wI/wOpRogP2O32DcKVPoOKR6QBWiR+QAlK+fq01HJdOM75fQuCP1GNVRkCzwQBbTPEGpRkcO0aGbJ3uAJ4folKje45TjTKjBdVKgDiiz1RrMzh7nBI8c5Wa7617Pnw+ZVq2O5qjAigUZ3E2OT2Q5zk2N4mCDoIAJfYc0VobNHccsRn3t8nz3KBCvu+jxqqWwWCAKIoeqbK0LMuMbc/zHlJgFb8zjuoqpXD9+nUAwJ07d/D660RTv/322/jDP/zDie7RshQkX/fGvQ0Idk/b7+5gIAnVPvGZw5gpU78m+z3Mz7B3TFWj3aT37O828c2/ew0A8GBrH1/84jM4ukpjDK5C6rCPlFRmrVa5goxorMbD2Jig1qpV2AzzSFuZlc6Bgsuvu5gModttxVjlZHxPONjfZmPNmsQUP08lgDvblJidljw8f/5rAIDyzBFs7TCaIyzMzp2ke8j76Hab2N2l/WB/P8bZk4T6rf24hbRG9+01LIRhQR210O9yUm3lKoRFn106WkEU0fV1mm3MsUrPxuR0K8aM8oQCLFWgXyA5KIDhcIiMWYDA88b8cCSKHpZ6ZH6phQY8C67m+VvyUeFk7UajbsZ6mmaImBIbDoaIY0KPlubmUORDyzwzQhAFBS2KVJTJUVYlFGJeY3zXRsiK1WF7B2A1oV9z4dUYYbZ8FDPTcj3YvNZGwzaGXRoDpWodaSYx7dF9PX/2WVxt0r3c3eniuz8iL6TP9Do4uUKIW5ZGSAf8xXkKUWM60NPIee4MkwSdHj1frT55TX18sCOB2Jh8SSNhk0qbAAfWSDXjWQ58TnLwbQea1VGRTjHkDUgMB+QorOj/0+EeLB4g62sPjBtsqVzBYECLV+B5yFlt09zbBFO0SOMEvQ69PjPVwOHDlFG/44SPu62H2rgaTI4ZJI5vtJYlxmBta0TbSVms7PB8D5p3sfsbO/j+a2/i4qXPAAA++9wzEJru9/ChJVRCwqjjGPi//tVf0Xfp3Bi3PWRMOSaHH5fHPlFTAh5vzoNhjITVI5nUKKw9PcdGoYONkgxDM2Y0VF44aY6MJXOZwbKAgC/Hty1oXag4HPSzgifOoDiTRGmBKB2ZxhU5Oza0oYsGgxglvlbPfezwNK0TKQhefFzfgR8wlTPWV3ESG8O8sutgrk7PIM97prs7gxz7bQpo5qrT6A5GgXi1nKNSKuSQAtGAOqgphsgKo0SlTS6QL4Qx5WtUQ9hFMAaJwC+UjJNLz+ECqeR8p2FunpWUEpZFq8EwyhH6lD8SOD5kTGOu12vi7AXK2Zmrz8PjnJtSGGK32YXsk8Q0lgG2+kSllMsVdId078NhjKcvEA/eaFQRDWjxUnEEWxfPU0AZRZ00jryF0eYkLUkS7O4S7eH7/kPBRxEMjwcfw+HQKKF+/vOfGxlvvV43FNjRo0exsrJigppxw0DHcR76jXHF1qPczNM0xY0blG9w4cIFbG9Tv+3vT25Il6YD5JxL1Wy3sLdN482ta/yXXyMaYvXYEfQ4AH//9fdwZIk282ZzgIDHea/ZRTygZ/3df3gTN9+/iv/6t38dALBycgEZ2xWncYaIqYYHd9exdYcOk5Aje7hnLj+LQ+zYvNlcx6lzp6hPRIY0oeuT6YQHyMTFjRvUdytLPkoc+KxvKjic55arIZaP0PPcvXcT323+awDAV176TezukxP61Vu3kZ38J/Q9K09D6w5Cztc4e+QyAv5b+zXcvU4O05d+9SVUQsoB2d26irlF2oi78QbancL8LjLqyUqthmqN5oLKJn+GSmmYXUBoQw1qaKQZK4pyiYAD9PExRwzTaL8xNgieg/12CxFTV/Nz8+bfgjBAyIpkKSVqVbpmmhe8VpbDkU0MRspEpSV0EeyOKV4/tWnAYbXedMOCjGhdyLIO6ouUGzR7/BB8DmD7+0NjGOsIIOpS0Dro95HwGEpkjJXpeczViY68sGJjdqUBAPhwcxvbktaxtz66g26f/l6eLmPJLQxugUGP1gf4ZWibDjQP1rdRqdT4tz95zzigsQ7aQTtoB+2gHbSD9kvdHo/spBkyEylJFBmlSmuj6bdhjRkEalM3KlapgbWlGtXD8Gwbge9DcZJTd/0ONm7TaSPRNSwcJ6+IQTQ0CcfXrl6BzbD41Q+v4MhRguEvPv0sSiWKcpM0NShFGE6ujrBt+5GnuPGTnhjzD7IsYRJCIQSK7Oqy48FiOyDtarx99Rr+t//9zwAA/8N//9/h/FPnAQDN/S1Ijv7v3rqL2RlCGL7wxRfxs7feBwD0u31zPeOqsHHFyaQUDwDMVuumDtVetwu4owQ3k0CqYVAbhZGHAd0j9X3gOsZfKc/ZvEqNFE4B++Yk2sV2h+FGobEwRR2j4xRdpkagMlTDUXKoMZaEMAo3f0Jkx/dC+L7kz1hmDGZamCTMaimE59I1TdVDzE+zPX6mRonLjjYKhOlGgNNHGkiYznAcC9UKG146NiRTc2luIUk4Gdv1UCpUP0lqymQ4sIw3DVIFzWNZTEgNAEA3i7DXYaOuQWy8iOqVEKWgeIYWYi4BUK9UkTIyGg/7GLTp5KqyBGmfXl9dquP06qJJQG+2Whj26BTWGeygkKLFvQhrt+mapxoN9FpN7rsh3LCoxRXC5xOY44xOlsN0ci+hOI4NFfVxA83xhOEC0hdCGHTFtm30+zRvfN/HlStXAAC3b9/Gc889h89+9rN0/0p9ojHno4QK40aCnU7HJDRPTU3hyBFCkp8E2bEsgRKP+6MnDiNX6wCApy4fw/JRzkoWKWqzTE2WbXS4NhZSBw73Q8Xz8NJLXwQAvPD8Zfzw1Vfwj//mb+nfKh7qM3RilplCa4+QONd2Mc2UWCZzLC6TB06Y2ZBNQm5+8uobuHaFFGKXPncRiwtcA449gD6tvfjMPHKm6WcaDRxipV9YDTDNvjdvv3sFw5horNXFClpDKo3xzk9ewcwUoQZW3MLezs+oD8IctdIRhKzSnG+cgWXTOH+tn2C7T9f+mTzBBx/+nLrQi1CZJjTS7ntwbPLoafd2sTBDPlP1WgkPNggNlJh8z6C9i73lLNuMzSjOYPFG5/v+SEyC8bE2GltpmhpWJE1TdNodeP6oHtxD7AJ+UR1o2zZ8f+RBV6QUKK0NC0NqTWX+nrRZsDDNzy7d24fFY7axdALlOXpGbrlsUKNyzYNX5LnkCVRKa8dHV9/GlZsfAQAWl1cxW64inKK+rkRdnJulMeg0FnBjg+ua3b+JVkLzenWuhiF/1+pSBQNFyE5PAp0+3Xuz1cW5cxfouh/DfDx2N7lz5S0cPkvwt7asEXX1MVl2YWykLYFMFwu5GDMOhNlQPNuBEAIpUyPdgUaa08QWXgiLpZFhWDL0iedmsDVN2BPHasbhsz49A9ulSdheyEkSMgAAIABJREFUX0OfF/EwnGxiAr+owCraw67JAgKFyV4GCDYFEyEUCjqB/w1AuVqB40q8/jrJdauOhd/7+u8AAJZmZ7C9XdS0GeK9K+8BALaaMSJ2lhR6FMx83Czt/0+dk2EaoZ8wlwzbKOFklHAdE3pUIzsBAV3UT9IKDkcfgW1BMCcqHAuOFigqtg0SjV7MjrJaGnm959rG0NCGhG0KoGgjvZb5KDesVgrhWUWNlcnUStXQRnfI/ZHnJgDNNFDn3IdaOcA088uL0xXj9lkOHdQ5TyXNs5EZWyqhYaPPiqmgpJHE9L25Iqk+AFThGFfawHcw02BYPLcosASQZ6P3tzqpgZstTL74KAWkCV1LEqcI2cyvVqpimo3JHKeMQcoBZ5ojjosCn5mhgYfDrpF1aq2QDPcx4ABjMOgjZRg9UxqCF9I8V3j7nasAgGg4MHV6gqCEEsuuPT+AxTJz27HMQSfLJlecZVlmpLeWZaHVIjVNu9029Nbm5ibu3aP8txs3bhjqamVlxbxnd3fX5Pi4ros333zT5OAcO3bMGBYGQfCQ0/Kj8uHGi41ubm6aQClJEszMkNqyCLgmaWQqSn1y+NgiKlwQszHrmw1N5gqOR38vH13A7beI2olb0uTsBL6DaYee1WdWGpj78ufxnX9HgZOvNCpsXKilQoVX+fm5BqaXiRJ7sLODw3V6dm46hOrQuHnx3PN49a2fAgD22j/Cv/j6bwIAvAndvldmbTx1ioJAbS2gZNM1+mEdJ85/DgBQqQS48g7lG7V2hlhYoGvSCvjg6hoA4N7mHpYGREVafg1yykO/w3uIaMPKaQzUumtwAvqN3ZuvIeHgurq4hAHTrTt795BGvB6FdWxxgVDHEwhLHDi4kwc7UuUsMweE0ijyDlSeIwxH1JU2c2A0rl3XNmMzjke5lDKX0FoZh/nhcPiw/YFxPR+NT8dxMBZDGUBBqOK66L+F2F08gdWFEBZkRoerXvM2akur9A+lADbXUfNsD4oTapI8gyzWmEEL+/sUuKRZF9tbNC4PrxzHlY/ew+kjFIhPLUwBHt3XcXeKc2OBZquH+3v0jDqDNpoten27lWF+ln/bHyLJ6ZnNzR1Bb8AHDvXJ680BjXXQDtpBO2gH7aAdtF/q9lhk5+0fv4Zul6K7o6tHUZoj+E87AQrxvtYWsoI2yNVDdM/oPQIJl0gQyGBbFob8vVGcQ3ANIScY8wewLZNIOT9jo9eiSPHE8QAxR+8y60FYFN31e22TxOW6T2a8N+67MW4//xCKokZ1wYoyANAuFN9X2dc4f5rotWMnDuPUqVX4nOFftpXJSJ9bPIO/+tu/53sM8LkXCIr+13/9TQjh/cJvjyM74wnUT+Kz86DZRsawq7YddrIAYqkMBWlbo/uSuUTAzyTSAhmjPFGWg0EQ+K6FNJYYsIJMpwoue7xoKDQKigoKewUtZwmD3AWOiyob+GkpkMvitGLD5WTlwJksFh8M+qYybxh6mKoTUnhzq49auTCz1Jjmv8uOpordAMplB0cW6bSwudc1FvUl10OuYvgVVm70UnR6NM7r5VG5hmo5MPVh6mUfjSrD9o4Pz2XaVwjoonIvHPhMszpP4CmYRw4sfnKeK4zJlwMHQhXlWhxTmyuOhygq0KVpjCZTT7XGDCRP+057B529TeNhVarPImHqsNntQhX1kvLUJIs79YapdTNdLiNk88g4l+gzkpTFOaF7APrx5MiOZVnY2yPU8y/+4i8MUpNlmaGoABgkYH19HQ8e0LrQbDaNSiWKIlNi5vTp0zh37hz+5m/+BgDwta99DS+//DLdl9aj8iBjc//jpoSFKuXKlSu4c+cOAODMmTPYYO+WJ2npMDM0bZYBey06wYaVWWiu66Q0UHgxzh2axc2fE82zsbFuVFNPnT6OhkvX/u4Pvo3FegNnj7BnjK1QqxMqEsUxtKa/bZFBJDQOZkoOGiWeo45Ga4dO37XyLL7y+ZcAAN984zVcvU79e+Hi0Ynub9DVyBP63u3mXeSCfu/FF34dTkD7x/FTL0Fx+ZEb134CRxB9V60dQ54QZbe1kWDYZroxdbG3dQ+dISGloT2FBdA4Od7Yw4bgUjEqRpDTb/f26ni3Rc/H80uYnaYO3d/cgGAfoFhaKDmEzuls8j1Dytwg34AeJbnjYXSwGE/dbteY0TpOeVS3Skozznzfx8zMLGJWEvd6vYcMZA3q7rgGDSqVSiMKbdgzKj9AG5THgjApJwWdNVHTGvfuXgMA7N96BycYjVqYPwyf120oCcnldFo722j2aU9/+5038dEHhA6GvoVjK+Tj1dnPcfPm+3AiUnYuzi2gskDrSgiBBqNapw8dgscik3gwMKk0d/Z6aLEv3KmVKo6vkv/Ug2GOdpP216nFT0boHhvszB+aR9ymSbB5dR0nG5Tt7/hV46ysoE1NKij5MZplFBCNBxSWUIiGdNG2cCAVdVgtnDUpJG7owWHZsK37iPsEU926fgOVCnGGYXgI9bkSd0oEzNP7Y6NVm6yN58SM03Mj+bk29+IIC45bFFsEBG8U/+yrX8J/9vIX+Qsl/MCDzJmKkrmRId64s4X3Gap9970PsbBEi0ieKTgcYFiO9RCNNZ6jMA67T9oiNVKd2FoY1ZfSMLk5Qo/cZH3bNfWsskGCiGmvnlQmqPAchc2tNjR/77Hjh4xJYJylRuadKQX27IPjOAhY/ljyHFMcT47lgMlcIuHxZIvJoHPfcRC49AWHl+vwGRpNEolSwLVbAhv18ojaGMT03CqlMkLOwxBawPcK1U6OuquRc25M7EhU67wZKQGfg7Zq2TfOzLNVHy2u2bOfpliYIYpip9eFVkXfCngcHKknAFa19k1NGoEMtkubudIOWOEOLbShj4TlYHqGJOV5JTCmhq4fImXTTZlr+EEZXpUW/Af7QzxgilXlCcoBB3RBAM8pZMMCASswFqenUWZTwWGaos05QlqlhvK2B5PbQHS7XSwtLQEgWqow7Ws2m2a8Z1lm6uA899xzePbZZwEAGxsbJlDa3983JoQXLlzAzMyMMV9rtVpmE6lUKkbN9fG6c48yLrx16xZ2dmgzrtfrJr+oUH5N0ipuyQShvSiDy4eoclBBzOq5XCly5gZRPnPL1A+bN/fx5cvPAQBOnFtBaNF7QuRQvQ58v6ByI3gBPaPywvGRDH/3PnY31vk9HlI+qJRCG50OUYZXr7yHk6y8m6/VcXuNAoYTpxYmur+hUkgzGutLszUMmbLTso8kof6qTJ3C2cs05oSdo3eXg7mr9+FXaL5enJ+HEHQPwxvbyFUGO6CxFJbLmGtwHtNqGTqmfI1YuRAt6sM4reD+Lj3zUyenYFk0NrySgMVq3SRKEYuCtp3cBoIiiSJv0zJUbZ6l5vAYRZF5zkEYjJlXjnLAxtVYaZogCAOUyiX+//ThOmxZYbQ6kp6PB+Kbm7s4efI0AFpnRwV9pSmsLPMnoM0hkXDgZVk+Mi66qeIWdEyBqtQSvR7NxeGwi5u3KU/uzZ+9jjbP0eXFQ1iYoiA39CvYrq3jxp37AIAbNx7g5DMFXXseUw0aE05YQonrf7WaLcyUKIAJPYHlJZoLc9OH0eS1tt1qQrKNiXhM7tUBjXXQDtpBO2gH7aAdtF/q9lhkp1wqI2YFSLcXwXELTwALujD3EqNTudYPw78F4vNxWJjs2Fk9E4zq1ghLIGI1Sa1cxuws6fF7O/eQsc9Dd3+AfoegX798F2GVkuGyPEOXqaIjR1Ym7oBxtCTP84d8NwpKzbJsY/H/1LnjOHmKItV/9ZevoMxKmGfOH4dvUcS+u7uDra0tpOw1M+j18KM33wYA3Nxoo11QP7CxvkknDtcNH6KuijaO4OR5/olKkse1TArYxndBmZIGrjUq46GUwoCTGpXvIuPnm6XJyKtRKsScADbXKOHG7TW0B+wrAYU8ob+r9RrsKYKmp6pVVFh5Z1sWqgydu06O/W5hb68wXSLUxHftopSPocg+rU3XQjT496plD1lKn2tUPON1USoFmOavq5QDM5ahNHxGscolB5JPeM1ugjzXsP2CrhLYbTLFKWB8PqASLEzRaazqW2h1qX/22tJcE7QypmJZliJhI7Ci1tYkLZcKboE6Wg4Eo17C8qCYIss0IAtE0AsMPVwuV1FiK/cgCNHt0XNKc0A7VdzZoFP9+vbuyNDRto3STmsBxQhEqjV0UtRTUygxipZrC7kukFAPkr8nzidXYy0sLODyZTLi3NnZMcnHUkqDoiwuLuLaNYLXz549a5KEO50OptggLgxDfPWrXzXvGQ6HOHmSDOree+89fOMb3wAAnDx5EmfOEKQ+Pz9vEpdt2zbokRACa2tr5jfGUZ7C9LD47yStHLgozpg2XJQDWr8Wp2dNeYAky0wZmlq5iuXDtN4k5zRe/ALVw1L2AJKN1PJ2E3LYhMj5xK1yaJvGfXV2CXX2lLLyIXpN6tPd7X0EA0LRhFdBKmk839vcRMxCi77VgJuxf8mElPIwkegOCHUZDlwcP0n+PVFnF1s5mTCunPoawhqpbhcXLyG/TuqvdLiNKOKkZMeCq7hcQqxguRnqVbqG5WdOoLZASa6d6CzciBKfS8EUqofYOPT2h5gDUXCZbGKbzeu6kTLeP+mWC2s+MH02acuydFQjUOYGqdFSGaTQdV0EYUFLauzuUp8EgW+QQKmUqVkICMg8hyrQRSmN6leQWyl/PkCV57JlWdgy1CuMV5nruoZCk0rR54GRj9sETQmNhQV6dsrxYTHL0t5aMyiv5fmG6m421/HOez8GAKxv3oclqF9v3t/GVJ0UV3LQghYSPa7JFkcRhldoX0zhYmHxGABgPqwZIctyrYpaQPfr5DE8Xqs/vHYDdzZJGPD8MxcwW1BrjxF9PDbYmamG+PF1MtGSMsNnGNaan/WMUibTCTyfFgkqZkmf1XpUNwkYSYshBAZRAp/zGVJLYW9jjW4+jlFbokUpT1IMexQItHZ3cfsaBTjtlkJ5mjrb9kJs3CcINMv6EEyRFC6skzQhhClCaVljhoEaSJgfcBxlZNUXzh/FqdO0QAVehgvnyYDLsoH7XLBPCAuHDh/FoE8w6q6SmJ0jGPj9203kmlUFgYcg4PwN4T4EMxY1uJQaGe6Nyw6fJNjRmhQeAKAsq1DowxHKFGhVwjKFCAdxhnhIg7jf75r6OFmuMVsr8fVp3L73ANsdgg/XN9fx3hvfBwBMz07h4lPE0/7ar3wFZ88QvBoN+xj0+bscC0PFRQ1hI+MArOQ4tGsDGE5oZDY7VTaF57Ish+INeGGmZO7VthwEnI/je66BmxOpELDy5dBCGTYvMNvNGK4tMMdBmBaAZzGsayt4LMu2tcZUtQjgLPQGNJEDr4TZBvVVknZRrxQ1cDyjQttvjfJQPq0pOarOqpUeGYVJCVlIXKU0QYbUCikraFaWFlHA7rkSZoFNE4l+HKPLBwzPD8fqm43l3wkLBY2bZxKaDQ3zNINkyX+e5UiYhlFSmqCp1xtOfI9/8id/YgIZ13UNFRWGoTmQjL++tbVlcnlc132oVtUzz1CdnXa7/ZC9xIULF/Dtb38bAPDnf/7nmJ4mE7q5uTmcOEE5d88//zwuXiQV6je+8Q386EekqhRCGAn7eFHQ9fX1ie9xMGwDnGMlpYBr0fiKOm24fOjzfA96tJDC5XE7PT8FyyvyQ2z02E6g9+AOAjlAwEaCyrGheO11dYbuHq2H99duw+e1OpVD7OxRkCu9GfS4CvBuL8UQFOjtiwRzZyggKgz9Pq1NlVwIq8jd04gG9HwOHfscHHZYt3SKaMAFn2/E6O3Se04ckRhG1De9xIJgZ/A5LSBFDrtQvva3oTg3YydfQo8/U7YkfJ6vCglshy0V2hk6LS4KaiVYOESbp9ABOkOaI4XJ7SRNZqnZUsfzKB3PNcrkQdTH1i7vWe02qUQBrB5Zgcf5jEmeoczKxnJYQ47EGOwKx0HCQyAVAsLIujNAFfYdAAqjUZViMOzz36NqB73h0Ni8CD15QGfBhutxIBg4VKMKwKDZMuaBmXYwiOgQ8rN33sS1q6TYbLV6KFXYIqEWYLNDQcnuzi7293Zw4igF79P1GrZ36N+uvvuf0Nki1WG9PovpZdpjn/rMswgDGrPRoI8rH5I9y+bmA5w5TvP1zLFVrK1RnPI4OvKAxjpoB+2gHbSDdtAO2i91e2y43m3vIuJkpG6njde+8woA4OWv/g78GkXQ9x6sQWZsONSoG4OyaqUKuygd4ZVM8quUEo4lAK72PYSL1j6dJGAFaKyw6sMC1m+vAQDWrm5i7Q7X2klLmGKaynbqcFmVUqtaKHNyV5sr6k7SFEaIBiFDRbK1DcXReJINcOkMQWyrh6YQMJT29MWTuHyezAKzOIFgs8Clwyuozh9CzLRQUJ+CqBHEnkCg3aM+nVuaxfFj9L0qt/HmG+8CIPvrckD9UKrU0GQEYLxel3wCgyhfKMii0rqwkDP0eGdjDZUawcG2XzZ1lWzLNlSXcHw4RXK2rVFixVUSxWh2B9htczXqvsLqcULlfN8xaMH1u+tYOUaQdaVaMz4YQynQ7RQJnj62Wvx6HMPjZL6i9MKntdmpChL2oGn3BHyGiX1LGWv4PFfwONlYCIE0K0pjSKNC823XVGiXNjDXqBjqKE0EagzllkILHk+dmXrDVEOP4xxVn377V19+HjYnkG5ubxr/nkrJM7XRLGtydM51HYwKiStY9gjhM0aYShpLeCkVtvYJiTqytIwG+w3tNZtIOJmv3+vDDkKEXMEd1sgINJcKtlOcWB1zrZYUsKwiidsxSZjQRHcB7FnDifvqCXx2tNaGMjp37pxJvtzf3zfrh2VZZux3Oh1D0SRJgqcYTfzyl79slFIFClQkKCulsLq6CgD46KOPRmqWKDI01o0bN0wV83a7bWiqPM9x8yYhydPT02Y+js/LT2tZEkGwSjOOU2iP1xhbQzMyrXOMPM1cF4liJGt3HTPbhF4FJR/bu4TM2HGEaqBhMT0jFUwSadrdBwsdsbW7iwe7NFb3uxL1GerfyG/iJqNTrVgj42nXFzlqvKYGE47VL7zwMuaXaE1Mkx2EDivqkoFBFF03wdYGneJ/+IO3cHmWfrBxCAjZW0fvSrg23bcdlJE400iaRAVlrTV0OoQWK/cEFpZ4LxlqtPcJKdBOF32+8UEfyBmZ8MoO9ndoTHZdoMulO6bcyZ+hVsqMxzzLTAJwnCSImP1IksSsY4uLi2hwP1ZKIVJdoKd6VBpIEyNQqK5sC6YUESzAKrh9y4JiZNCxbTi8HjebbeyzB9PcrG0osOGgh9TUipwc2REA7m4RDfjhT78Pj9E6CAtbvR8CAAapQsRqxs29Dex3aF4mKCFmAVKt7uDeOiUk93pdLE/PIuJaRGkq4bPs0NUJBntEsQ6am9hvEyq2s7+JM2ep7NLq0eM4vMRGmHYFFU5cbu1sm3u0/E8ep48NdjrNXSRszNSolrF1h7jV7/3DK6ivEhTV7/XR5jouQdk3kF6tWoXDN3L27EUDMXfbbVi2A4c3hUz76HAOweyCA9stFC8KGcNyeaYgbXp/DKAyNcf97kCyZFDYoxwhy54McgUARwhYnNuQ5n3D3WYJoHnjO7Iyhc8/x7WBSi5mpylA+JUvfQ5lhmb7vSFsrn8VhiHSNMOQZbezi0tY4qBmYWYa6yyXrc9UcfI0BQjT08t44bnnAQA/evPHGDB/v9+K8NrrxGt6YfCQw/OkrRy46HCdI1g2uqxaaW3vYMhSvn6qwPsnvCCAzYGGY1lwuT/npuqwOBh0LRuz8wvYjmkB2t64j2cv0r1UqiFWjh7na67h3Y9osJd9BwlTddEwQcic/FPnjgMl6sdICrOpywnzPWwhMFWjjWq3uYOUAyrHE2YyZSpHyLCsbVtQauTYXJjhpVEfDaabOkmCbneAnOm8w1MhThyj5y48B0oVm6/C8nTAn88xx+6gqysLuHWfNlyiRHPze5Jl74Wx4UT3aNvGcVkAxmTMsixDiynYhv7QQqDTp81iY6+FWkhzZtDtIDJwN9WSESzddRzbBP4KcuRSZnlGqi9sTZwtAAlh6ENh2bB5cYcQQFEvzxs5vH5a+73f+z0jJd/e3jbSc8dxTIBjWZYJLk6ePImvf/3rAChvpqCe7ty5Y4KSDz74APPz83juOVIx7ezsmLVonAoulUomCGo0Gub1YlMDHq7Rtba2hsGAxsaTqLFKQQlxxC67ro9ShT6bQ2IY0VqbZBlslvpb0obtsSFoOsC163Rfu60u8jbRU5ePVFGq2OjyWO21BtAcbLayexgwgP/R9gD3ilqC84dxjc0QF10X620aE5H2kLMjeO7bmJshms+asK7S4ZVjOHziEt1HPECe0lojpTdyt7WBNKJn29q6iQe8Dpw7HcJ2mW6SHsqstHUdDyJO4AR0f8oOcbdL6ym8KVSrNI/W1/ews86bZGuAJufPBWWJmNf4zt4ANufxtfIYy3wKqTSeoCivlOixEujWrZtYWSHKpVqvwbLoeS7OLyAMi/XGgWuU6tLsK1oqcwiykNNc4oOEhDbGhbbMjTGrtiwUVv05BCTblUhFwTMAtNotqGLtlBKa84hkIXWeoGko3FinufidN96EknShrX6E1pDVYK4Nlw/IOXwEDuV3BeUa4oyeVaYcZClbQvSHSIIYXTZq9YMSApbwekjRZxNDqTUSpgC99ft466dvAAD+q3/+32B15Tz3icD+Do0hEZSQ8PoQWJ+89z82KgjKHman6C316QVovuHuoIn2nULiSlJyAMhSYU7G8TBCiSOvQRwh2SRO7fYHb2P+8FOYW6aNcf3WbUTsfpjkfSTDovhnBUUNwfsba0gzmozlUgXmH7RAs0k3bJU8+CzJKwozTtJspSGYr/3s5TPGB+be2gMcWqIE6UsXT2Nlmf7u7LcQcoLYmVOr2LpHG9rW3hDvXyFkxqnP4PkXXkSlRg/g1t01LJYo2evChYsmqXLtwW28/dZbAIAb1/89nr5EyZlf/eoLeJ0rwH7rW9+FynlA59Ikm7nO5EUk21Fqqpt7wjKL9IXzF+HyxrHdbKPbppNiNxqYDdHKFRyeUMIBlrn0gy80Gn6Aep2CjK3rfbz2ne/Rv4U2Lr/4ZQDA1NyycV1WaWTyPWYqAS4eoz7ReQzf4tNZnGGak5jDCav0aiEMh14uB6ZchGMHcPnEliW5yYlyfNfI3vM8Mcnvvgvjzr22F2N6ZQnPnyGbg+UggSU4YAkr0JwgPBhGmKkWrqkW3KA4AQF5XpTWkCa4qpTLiHiOhE8wTh3bGXH1o9x5aKWgmfeXCsjHFrQiHr67sYNDs1V+UZo8pjjLoLMcDgcvGRR0YRcBKhsCAFIL40qtNYytwLjrsNK6eAslNBfJyhPaBwAkt/3t3/5tAJR399d//dcAgH6/bxIuHccx0tsjR47g6FGybpidnTWvv//+++Yw8NJLL8F1XZOz43keyuz6bNu2+d69vT382Z9ReZfz58/jPCO2aZoaVKhcLo9ymqQ0cuLC02eS5ro+4qhIYrXhci5MkicYMvqQygzsgABPC0zNEXp1+vwJ3L1JG8I771+Dr2nc1n2Fnb0eUh737W6CmN3YB1YLA36O08tL+Ce/eZGvROJH/0iHqNYgwTCh/mr1h7BzenYzjSnMzlHglyST5c+FQRWKvW6UUvBCWjf9oApH0N+2sFGfpt/48q9exJUf/AAA8MYPu7jwFH12euU4yhXqD2kDg7tbCAIa/zviElq7dD2HliLcZgZgZ1ciYi+eQVehOlU4nguscj7WBzfuIu8Vthg5PviIAsbZpybP2ZmdmsatJq2VGw/WsbxIeU2VUtkwG57tQPFBXGUSnKYJx7FQaE5kliNllL29u4401/Aq9KyVZZvyTDqPkTLKGVQbEC6jXzQZ6Xu1xgfvvAMAsHwbT3HifdLrYXuL9shcPAl6ZSGz6Vqmj17CB+/Td2eijKklylNtdzaQ85q4unoJOe/dc9MNeCW2uqjWcfc6lYvQ2MP1jXvIUNh21HF4msdHGGDQKZiUHF0OJk8tLGKDkaH/9Nrfo/ZPqa93Wk1Ivp3DK0fQXGM7DfHJQflBzs5BO2gH7aAdtIN20H6p22ORHcsNUKvwKQg5cn57LfTR5YgyU7bJQBdawy4k5pYwfH086GF3j5xHb19/C1GewC2x4druLjS7sA76fWzeWwMANGrnMehR1Lu9uYOAoeLDR44i9AtDtRSppoiu4dfQY5l8Ek8OSSoNCKZpjp88YxAc/fwQ587SqTFwBLKI7ve73/2PeONdMk/6vX/5L7B8hK79m9//MV59jVwjtR8g1xoXLpIiZHpmxpiRNXONkyfplDG/NIsdhut++pMP8W//7b8FAPyv/8sf4OIFQr5efOESrl2n9zR7meFiNSZHBYZZPnouKsM8I1ZOJUTCDpiHVw+hvUXvie5tYm6aEI24s49UjWpVTVWp72+993Pc++DH8OcITrazBMkWQexSZPhAcmT+9AsGaTt76rgpiHp0poKjbJa2tr4Ju0yniMAWCBmNKXuT0ZFRliBh2N73LGNumMscqlCIK2XcScuBB49P1JZtG6VE4HjGhbTiCxw+dgJf/afkJiu3PsQ2w6ZeqQI3pPHba3ehmDbTtgWLx2YSp9jnHINxKkSNqZz8CesNAYAX+JBpkROjYbOxpXBdiDHotlBpCQgU2sL9dgdNdrHWSiEvamxlOTxtwWODwiTXKGQceuwUqPVIpWhjLK9AC6hC5Se1MQSVUhkqschbm6QlSWL65vd///eNDP2P//iPjeIpz3OcOkUny/39fVOEM45jg1heu3bN5Oq88847ePnllw315Xme+bfBYDBS0jiOkaGXSiW8+SYhqzs7O0b27nme+TvLMoMKPUkbJin6UVEvSkNxbpt2Anj8TD3XG+U45jDr6/KpJfQSev3M+Yu4cZVOzD9Z28MXXzqJMoarAAAgAElEQVRjDOlceIjY2X3eARqsXl09toJqjesG2jFUTuvT97/1EY4fpVyINE9xj2nuE/MuSjVeE9LJcq+0NY08Z6TUn4bWnCuVZlA8N4QlYTuUwxhFGvU5Gjg31yxcOMG/E67h/l0eO1mOYQeoTNMa0evZKE+zklNlsMG1FfMttJqEtNdqPiSvI93dHvSQxqzjBOiAqLJBliFlZ3knmPzcL7RGifejUhCigGq0VEgzRqOyh21CBP+O7bgk7QSQJzmavP6LwR7Sfh+iTmtz6lVQwLciixBzWoNTbgA8X22dI+YisXVXYI0p4J5McfE85a9lqcT2Br3nSUxMoS1UK7Q+Ly6egwDdb316Cq6m379zy8WA6xiee+oZbN/5gD6btlBxaH2UXg2NOu0ledxDd3cdMef5OOkAsWJrg3IdNlNvSbtrXN7b3R4W5qlPpEzw3nX6jdUT55DxWre1ex/NXbr3RTYdfFR77G4Sp8pUqlUyw16bBm69FMJhfi3VCoI9HTy//LBPDS8kSfMj+AktMKeX51AKJNINChiy3rbJ0xkOEpQYypV5jhZ7XVhKocbcdugo9O4RrDXYBASXAPDcMpRNnRUGk3PomQVTpfev/t13UbJoUL38wnlceooSoRvVBtq8sA2lj7//PklRy9NzODRLD/KD67ew26XP3nmwhb3dHdz4iB7M8afOY5Xh9t31Tbz3HhX/PHpixTjGPvPMJXz77/4BAPDg3rpxj65WBZ56ijjh96/uotWmiVr4FE3SlBZwmflrlDyE0ySDb/ZiRGzFPeVacGKCZmdLDl58hoKS3fs38aN3Se63VFvCTJUW5O/eeh/r136MhSrdv29bSHMuLyASHJ6jwf4rX3gO33mVJOmNio+nztBG5aR9k2O1vLiAsEILlqMUwiIxeUIaqzPsGxdjy3LhcQ5OrjL0kmKztREzfeQNXUjGlRMlUaly3kSao+B45uohth7cxoc/o0X17NEZlGao38q+C7/MDrBaQ/PinsOG4OrQO+0uekx/2LDQ48rMChpKF07Ik3Ponu8gLYq2wobLCexe6BshgFACBYqrpYYf0uuZpdAuqBiVYcBOx4DGYNDHHCf5DpMMOh9RZUb+bLvwOPB0PQWPF3E/LEEwnSok4FgcvFkaGcPbT3KPtm0baqhWq5myDq+++ipeeeUV8/pv/dZvAQC+853vmByf5eVlk+Pzu7/7u3iHIf2trS1cunTJFBW9c+eOCag8zzMbktbaeOs4jmOCneK7i98uKLAkSUxw9Bu/8RsT32M3SpFylwRugIypSZ3Jh/LxirnRH4yceEOvikFG42iYSTTZnXphuYEX/vOvoF6nTWgQSwxTWm9lHhsauRR6AHvoWLbG0eN0X8J+Fz4H/8uHjmCND2bLh2ZQpFxNmj8XlGdhW5wDl6UodBSun0Bma3R/qTBFH9P+Axw9Tfmfx46dxdY2PefFuVXoKdrkou4dNNwOxNzLAIBy9TB8lpXHuQPHoe8K/RhuSHOr023DY55jespDc1AU9HXQY7m5HXlY4uDPsScTQwDA+oN1Q5mWwnBkGaKUoYQ9zzMJyhACll0kJUvjWaXyHHCYns0T5O11VKdo8x8GDqQqkpW1EWsMFZCnXFQUCbyExvWcr9DmNaHfj4z0XMM1hYp9d/JcVmEBz16gPeBwYxk7XE6kM9hBuke5Xt5sFQ94/1g6vIqlWcrvunPtDVQqFMwOcwtHZykACZ0BusMOQh4fWgh0+PAQRxHyrBB6RJB8QG73Izgel4Ta2sGh03Tvx5aPQElOShYxdI8LMD9mvTmgsQ7aQTtoB+2gHbSD9kvdHhvq3bh+HwEbILkC0CytTns9zM7SaVDkEQCKmisVDx5nutuWPZJmiggeR7De/Dwcx0O3RaeHzvYDpEOKjEt2FVHMp04p4HfpdHLC9ZDs0+vdzlVM8ek5kxkGnJq6bt/BwiqhBnphsjouANBLhsgZik97MVZm6fqPHj+Fm7cIEq2WWqYgXqY99AYUdf7f/+abRv62sbmL+XlCOf7bf/l1fO7Zc5CMUlXLFewyBVIt15ExjXDr6nUcOUqozWcvfwbJgO7326++Xni44Su/8lX81d98EwDQbMVG3vsEYixIDXic9r/cqELzSW/oACmf6AIp0b1HctAj55/GwhL18WBbYcjGUedOHsNcjY563fYukriLjGmKNM/w1Oe/BABYv38L86tn6TOXLuPNtyhx+87GFnYHxanERsah9rH5KqZDGiudgULCDsiTKnqVLeHw55M8gmZVnCUcDDmxz7c9owTTfQWp6HTR1xlEqUiyzSD4BDVdr8LSEnsb9NzlctVYEXSyFAEfz+NoCM8tJLUeYj6dtJq7RrFRCkvI+IirLWFk8gNWNUzSyr47RpcJFIJDx7VgFxVFtUChM9ZSo8JJ31bgQuoCadHmxOlYwNbONqp1OoUFno+I70s85NwtDCVgWY5RCjmub37bURKOV0jYLXh84iuXJk/edRzHmPzleW4UWH/0R3/0EHryrW99i643CIzh3+HDh41cfH9/3yiuPM/DgwcPjIzd8zwcOUJz7g/+4A9w6BChCkop83thGBpJexRFBglyXRdbW0Q73Lx5E1/4whcAwNSemqTtd4eolOn92vZRlBUU2jJ16mSuCjEblCWQcgK97ZaMgeTNtTU0+VR8vLGMnfauMaFLUmmQIcd2ELI8WSplir46FlCbIkTzxS9dwkfv0sn92vVbOHWSlJQXz58yNZGMxcCnNMfRKOQCSvXhurSO6Fyi0yHTVcuuYH+blWxWB6cvUFJ66C7ijb/6LgDg5OFfwYnTVIvx3rv/J0rZDipn6H2d/jpCj/qkHw2xt0tIQ5oPUWuwNUbWwxI7ag+zFANWeQnpQksu9htqSL4/W06+oL7/3vvGed51RvYLcRwZdZI95oJviZHZrlIamtchmWVQDMWWAwfzs2XkbHCqXNsorezcgkQxfx1jDxHm0hioWiLADs+/ru/BYhzDCyvwuU5a1J/ckgUAUt6/pmsNpGwOmcYdVCuUtK4bc5iap732g7d/il/7NXpec4uzBtX+4MrP0NsjJkbqGMeOLOHODVpTtbAMmtnqdgzKo5VCidXazU4bktfzSmMOly9TLbzFWgVuxlYg03PYZ4fq7e4n3+Njg53Tpw4hYvrJ0Rq2wzbVnmNUOEIoWPywXct5qORBwTunaQrBHieO48B2bNRCet9KrtBhmE1AIGfOMxkO0dniYm+KihECBPfttIlTFk4IAfaWQIbOLsHQ+RNI7PJ8VHDNdoQpUfDt7/0INit2fvUrX8bfffc/AgBuP9iDYoVJrCz0OjRpO1mOZ5iiObSwgFf+9hXscj7B8tIhOPwb1VIZl58nrnx2pmEKpvmBj9UTlKfz/37ze9hjd9NMTGOvxdJBqeHyRvMkhUBzDVPeQ0Z99Hmz7Qw1Ms7N2B8MIKq00Ui/jA7nP0RJhmCKXq+UKyjzZIyGQ/RzhQ7nMi0eXsB/8Vu/BgD4f/7s/0DKPgvVUhlHOaDbarZNkc8MgOC+7kcpppl6tFwH+xzkQmmcPfHp9ydciZyl0doTZrGFFoiZPtJQ8BiqznWGLgcOqc4MJZQqjZQD926ucbhaxSJDs8INsLlLz/OHP/sQJw/R66vzDfgcSLoVmP7Y2G2hMywUAqNrHUSxGbPDZHIPmorvo89ScktY8DnPreT5sJ2x6+ffklrCZZ8OkWnkRXFV30W1SgH6bCaxsddGyuUrqtOzGKacywSMFmitMeT+EgD5ZIEW7qIMhmUBTvF7wjIqrFJpcnm9541yVcZLt1SrVbz0EudOSYnFRaLW//RP/xTvv08U6927d42Sy/dHvzkcDtHv903wsre3Z/x05ufnUWFl5XghUK21ycepVqujcgBam88uLS2ZdaPdbk98j5btojZFm4VlKTiClXwQ8IzEbmQt4WkFyfb6NnyUKzSmzpw7Ba/EFaMrZaS5QiHuE7aAz/kxru3CmMoqbWhaKYFM0nP/3BcuQUjqn3tbPfxP//P/SL9d3kG3TxuTNyHNk8QtoET357sB0ozmTJ4MYRfrsla4/9GrAIDK1CyOHKfcrLd/8BPsDtjXp7GEJKGNy1Up+pnGdJmVoEmOJKV/s0SACvdDvaqxvU39M9QWKhV6VkmnBa9w/I8seEwHWyULopi7zpMoI0cHeSmloV+SJB1Rv7CMF5bjOHBZe27bFgQ4VUPGiFj51lU+tFeDljRvslghs+iahU6M0lFCmWApk4DWPJZEhhkGATxpo8y0YzMamAK9zhMUAgVG1GXcHSBib7gAPpYOr9LrvZ5x16+qPVz5GZUDWTx2FLfvUj7ZxvpHyLo0P46vHsPC0lHsPKC9LZcSfc5FitIU+ViVBcWJl3EaQfbp9d/4nX+Gz5wnCwl7mCBk7zDYArqoBPCYoPyAxvr/2HuzGFuy60psnSGmO+ac+fLN9aqKNYksjsVJLQlSsy1ZMui2ZAkNyxLsH/vDECAY6DbcENw/NiDD8KeAhtENwQ3a1o8aanRLaMoySYukSJGsYr2ahzflm3K8eceYzuCPs+NE5OMbblJfLtxdH3XzvrgRcSLOsM9ae6+9sIUtbGELW9jCPtL2WGSn0xZodaraTcyjCi47oNK6Ed6X4gw+8Mwwg5J2g3mRey2KslRQWqPM3L/1V1eRTNznC7MS2yRQOH7nbRyRRzpDgB55rVyGmEwo4yQIsUJF8p7Z2vQQb39lflhZWFYLzFmGGclJ/PCNG9had7v3b//t2zgck5drDCShECWM90xtKHHrroOC33z9KlbaPfzFX34TAPC//x9/ilc+4fQtXnj6Em7tOKXIS09fQUEBtGurK7j6PilN5gxauPb+8Or7kLSLF0L43edpVFuN1ohaBN32ukiJerLFzCsJj7hE61knBjaTEUqiMyZpgZUVRwlYrRCFbuf1H/7qf4QPDwrsUsbcb/zyK/jUxx0y9W86IWzuvl+KBX75F92ufHcwQoBK/AloE1SZFtYHEILXyEEQzocKtOPEv0NjOTTt3DpJC2c3VugoC6gq+N0gp51eAONd/lYSIqN6aIUu8MzZVZy74II4kbRwlWq3/MWr7+PyjjvvKy9cQIdUO1+4EuJH7znq8/tvXENMekGZLaFIxyRXGhGJgmVqfnQu5tILCUYiQI+e3UrchqRxmSmDKSqFakBRwwLDUZBQnA6FP4/gAlvraygp00aYEisUgD7NLTjtelnAGsrMCoyKo1qpvOQVJMAI9ZOIQBpuWBbzZ5xFUXQC2an6eFEUHskUQnhF46WlJU8lXb161c8x/X7fH9/r9cAYO1FnyxfG5Bw5jT9r7YnkCl9IsaFU3lSr/vrXv47f+q3f8teb11ZXlhHSLt8Y61WFLZgX3WOsLvwYQqCSAQ9lgCuX3Xz8hc/8ffzwR06j68atD7G9dRGtDs23pfZhmhzwVIk12mcOaWOhGYn0IfWFf//Rb/+n+IWf/yIA4LU3/i2GYxJZnRMUsHYKWPd+ilzj4NDRftzsg4FQlynH/v1XAQAvf+nnYGkZuvbmjxFXRSNR4s51p9vFyyHuHWXoHzqttkBaTAn9nWYHMJQsEwUKjBCafG+M8cDRW2Uxw+HYIUGzIceFvhs7RRxhZcMlGrTj+ftpIKXPkBsMBr74Z2k1etQXklbLFyFmjFVl7cAs84J/Spee9kLcQ1oKgJFat67nMVgF2KommvWoX2k5ELTprmY+xEEog3xWvVuFNgVhR6cIfWAMELxSYT7wtSEvnXkKUehONDl3AddJaPiZjTbeufMeAOC73/smUuUYi2w6QkFz6vrqOayvSXCaE/I0xWYVcsIZhvSOyrJAQCjnYHTsFaO3Np9BErjnG65Z2IBq9M2msKiez0+poFwqg2rYFJxBEu9vTV6rYaKutspRx5JYy+tJlBukGakUFxqCCSgq9vhenoOT7PkrK5tYp1IPu6N3UE7cRDSxGmpAVYg5Q0oPQuUpZntuMA2mEzxFlY2zbP5KywETnmbQWiMg+LfV6iHLXGd7/cfv1Dxp1PZS7txogCLmoyDEMQlNDYbH+JVf/yqOSJb/8lNXcOWS48HfunoVP3j1GwCApdU1bBLnKQTHhzuuLcNR6XlWGbY8/2p07sXzTlMIlBsNRVz9zmCMaVFzxpYWXM0FGJXeiKVFQtkOpVV4+bLjkuJAeMXcT3/mi3j6u9dw9LpzAD7/8eexTZTPxsY2MlWluhc4v+o66Gq/h+G0iqfhfqEMuUUcVzniGgll2DH52O7p7eLmWU8JjdMCBcX8JLKFNqWTRGHky1MM8nEd8yQkMvJwkzj0RRdDKdHvLeGdu050bCPNUGaub57f6iEr3fP5f9+6hVXisNc2SrxNmYL3j4+xJhyM3mp1UJSuL6RKI69iM05BRfKGlHwoBXqJ6x/L7Y4XmJyVJRgJzVlTU5eWCy+GbAy8AnIYCGyuLeHajosnE/uHOHPOxZ3JQPiChUEs/YJrjfIUWsxRf28VDJXHYEL6RbwdniK9Pgw9TWSt9Y4F5/xEBtU7VHDwtddewx/8wR8AADqdjl8EiqI4MT601t6JWl1d9bSUlDXt3ozZaf72RDmOhoLypUuXPF12mtItQnKkNC9IKRpK6MLHP3HG/V4SxokIAC6d+fxZl7156cIljFJH8198ahNrK32kuaOMorAeW5IxsIhi0ozy0gLaMhQUPrB7/wCaUTqwMMip1EQSt9Fpu76t55xvDgY30aexUeYFjofuHq9/+DZ27ztqY6PLMaACsa3ui0gpnb40OS5ccv36/vUf4e4tt3gutcbI9RlMjm64diTAbOLGMtM5ZjQuteJYW3f3uXtP4+4uxcxFCpGlgqs2wN2Ra2urjNAlL6Q8M1fzAAC3d3a8Yz0aj3GXitHu7u9hdd1lkC0tLXknuN/vo0f9OmklKGj+LUuDpFovWYBSdKEs0Vja+sxIbgswWvAVGErUqe4giQGmNVSV/ZXEmNFv46SF7fMOEKiOnc8sDiid25gp+kvVhrfEEVFaneU+nirdmvvGu9/385BWQEzxgrlNwcmh2907AmPXIROaY03si+8KznF45MJTOq0A44FzYNVNjYF2/ePDmzt4dt31iUtXzvgs7qXlNR93eH84eGSLFjTWwha2sIUtbGEL+0jb42msRPqgIWWN34UwwT3Mylgll+R2EZa2FFleeIn5EgrkzEIrjlDGsAQDTjRQ5aS8GgcYDpw3fjc3OCAcI89z5NMqQNJAEI2kjEFBujNHhwNsU2ZFm+okzWNREEBTGQzFmBeki4QE87L4DMLDZAEUadwIJrBGYnhpPoEgj/toeIy418avf9VFpx8cjfDP/+X/CQD49mvvYpQSBLo3w/Vdh4wwzr2WQhKFnsrhWteZGagDF08ToGzBMUyJrpoOfLAbF8KLxxkA1cbgqY0VJARb9vpL2KQss/tHY4Deyes/+jHee/1VbCzTM++vQYRuF/jc85/AgDRPOswirjJ5jEFCkOrdcYqjiXt3y60+NCrhQiAk+io18+0moyiCILQhitoexYo4RxRWRUVjKNrVHo6m0AQLBzxESCVCAlYXvAwA/Pj9HV+XKGIMLQrAffmZC5hQ4HOhFUKSVR9MC19MdWN1CQGdVymDhGjEdJyhJJglik4hZMa5R0viQKLdqgoLtn1mCGsgb0rXNPLU5ihpp5fmBoKQyTgKUZoSJVE5R6VGv+9g8cuXzqBN2kdhHPpAZGsUPLyoa7onViWSCpLn3D/H09Rwi+PY6+wYY05qdpF985vfxB/+4R8CcIHBf/Znf+aPr1AXa2uonzEGrfUJSqx53iYdXP3GWnsiWLmJ/lTH/9qv/ZrXWjkVshOFvtyGy9Kpg7qr3q618uEASmtUxYklk0ioP2Zqht4aoXu9c1BZjpIKhkKaGrm0GqYKTLXa36uyBkWVuccCPPOco49m4wkUZShJmaDVdnNpFWz7JHvrje/izLLTF7u/P0Wu3Bh//Yc7CKno6caLV9AjgcDj413sHzjEZz+VyG85BP+CBvZ33W+LVoqkc4jJjJI2ZgJm5nb+IY8wpDIDAVL0aJydv7yJLKvE6yRsXj23HASsYasf4QyxKCGfPyzgYH/fl/zhqDPV9u7vepHLOI6xTNlg6+vrWF5xn5eWlxv9yaKC8LJcQxsOTXODYQrC0ppndEPsk0Gh8Q4pU89muc+eymYzJDTeg5AhpHenTlF42Fp4anNwdABOQoJH4wGoji3WVpexfd49wGBpEytHDgla2noJH1x37zQ6vAVOhYZZmmGUDZETwrS0suJL14xHQyx33dowmwywS8lJk7SEIpr+4PguPiThwoOD99Dtuv6/ubmN49FRdeePbNNjnR0G6wuvCi5gdGOQ0jFaaZ+1oWEwpYyR6SxFRE4JC0MElMnFEKIsgZKohssXr0BfcOe9NR7j5sAtkgYGeebOxQrlMjwAFMoAVMuKRyEgqzuxPt4iJIh/HgvjqK6ZZKS/Dqyu01F4DTcHIgCjTsCtRdyu1Jw1AnIcbt++jbv37uKZp5y6MAtinDnjHIZWxGEZCVmF3bryNWPewZEcjfuwXphNCPFTFQJN8xKlqBZ3jiWKMem0W3W1WM7QI3mAs4kBCWNie/s8xjSIRkUJkGL13sEQk6M9fPmVLwMABmmJfYo5uvDix/FJUiQVkURKA8/KECl5vcNZ7sW1JAt8jFCpDHKahCdzoq6H44lfHMACRFWnZRYFOUxHgwFGQ6KSbB0rwThDiwr2ccv9K0+iAKXRXnByOEkh6R97SQJWUSY2RI8W+SRkWKv48SCEqhRBiwIxqSVHhUKRVm09RQ03UcfaJFGILjk7rSTy9dJQErQNQKsQY6pvlqoSk4nj8EPZwvoSpQPbGUaTAgH1DREEmE2pKG+7i3MkeGkBCHJYrdHQRH2qsqTF2HHlFb2rrfYFY+0pxC+bKdxOWK/+bdXv/+RP/sSrKf/O7/yOL8L5wQcfnMjCasbcNGmwBz83x1GTvuKN1GGfrdlwjJpxRKcxzfgJh6O+tnnomGaNrFZrGNJKeK1Q2LnpaO9pXyFJYnz/DSfU2u5GaIfuuXTaEWISKBXcgnOaOyXQYVXc1wb6iZufCgPwgJyrSCIoXb9V5Xxtff31u5huu0UvLSMIEvz71Ce2sLnhslXXz76MD993MTs3r/01XnvNSVPc2AWuXHBO0O5bBdqR6+N3JxriYIypfQsA0Ot1MD0mKjCUdZHjtPAU3CDVnrrtdS8DkXOU9PgAwcy959W4wOjI0dT9ztNztQ9wxXzjSghXzcD9dbrISPBvNBx66YnD/QMskaTCyuqqV7pO0wwdciaVMjCGQ9PEy7iF4H5hha3qbMH6jaHSCqYqKmoZSppPNeNIqyrvoUZM/XpcnILGshZh7O55aSXyKuvtVeFV5pkJ0dsiUdn1M1gmCu/M8p6/x9WzW3jnze8BAI6OdpFDIord/KP1EG+9Q8KrjMPSeNrb38OUYjgLY/Gpz7l41wvrS6DkNdzZ20VK8ZHtbgv3qT+sn738yCYtaKyFLWxhC1vYwhb2kbbHIjuzNPeQK1gNEEVx5Hc+aZGjIE+v1NrvAKKkgxaJZ2kbIE/J61QcjFkvMx+y2t/KOEdK4l8wFoLk59u9rvfSE858YGda5H6HbVTpywGUc9IfANUtqTxoy3xgoLGmESApPMrDGUNEULvWGoyeQxTFkOQ7ShHizp37kKJCfbh/jv/xr/4KvvEdt5M5PE590Ck7seMUNVqmta+DxVl9zGmysUqlfYA1Ewx92k1sb6xgNnI7nl6njbaoKuhqL47HowQT0tyZFQV6FeUjJIIgwCWqqWOsxS4FH0ftLsJlt3s5UBYDQlSG6RAzQnCmE401QhhgI+wTfWklx3RMtVx4COD8E9s3GqcYj0gXSDNIQbuKfgcBZRTNJhozovJSDUjqUEVZIiJkQxcanIJEhWghjARyCqS/MxpCUsmEsixBZYwgTICAVdL+U9Dl0E8EqDtiyowP6F+JI7ToelUm3DzGUO/0kihAmwKp40hWpXYAGNiqnpgJoXuUSQlgROKRYSg95VcoA2MZ1jdc8OFoOMa9XRckeHQ8xrOXXYkTi1rfyVqgAmtsUmcwgXEYVBlxxlPbRs/fxiiKfPAwUKMrjDFPGd26dQtf/KLLFvrFX/xFvPmmg7VXV1drBKQR3FxlWTVpLdag4Ctrfm5SaM0A5ep8wEnqqokCPcnysvC0kmQ1asM593MJQ43scsHAqK8eHQxwTIj41sZl7O+6eoMB55jlq/gXf/zn7t64Rbflxtbmxgo2qGr6Ur+NPmUiyZCB0Ty52dvEz37uWQDAh+++h6TrKJebtw5xb88hH73efCV4DvcVOKGLT1/aAhNuXHaiAIfHjuI5mv41QuvmhDfevoe/fZ1KWwQSKWVWrbRjpC1338NRgem0wGRIgqQdhioHeHk5xP0dt2aUhQIPq3UmACMdljObIc5Ld/8zxlBQquC42MOyIKq2Nf98qguFlObEIssxJTE8SIE+0VWScQyO3dw6KguMKKj3/u6+F84EGMLA/bbT6sEqg4LKhygoTzerWQZFSRS50UhJOKlUJRixLUoDlnS9JNcYvecy15aSA89EjPOqTMyTjTGGahS3231EVIJnMhj6TNB+qwNGungi14gI8V1K2lhZdnPK3p1D3Nt1fSjPxhjnwJVnHPV1Zn0F1z50Acej4yEUBWFP8gJMuT6x0Uvw8QtOV2uZJz7wOeoHKEiA+PDwEMfH7vlubj8a2Xl8IVDOYVk9SVRWFiUyguinRerjdOKg4wcZZzGqGoBKM1REHw84LBQspQEbY05MIAVl1TAA/VUHi/V7Pb/4h2GEGXW0ye3boAQQWFtnUxSngOua/P6DkHYT7n7Y94wxHy8RywhF5u793v0jDI4zvP/htwEA585ewJ//xTcAAK2kjQnRGIxzSHKcGGONCRknnJqmgNVPZ/sUqOYAACAASURBVBZBtSZZi4NRRtcfoR3U6rslid3dyw2mRAkOxlMUtOB3WiG2+gQtS2B5fQvnLlwCAPSTAIcEPaa5wt0DB09OpgUyWiuGswLKVrWIOBgVIb22P/Dwr5QcPaKVuiT49iRL0xKM+lc7AEwF204zVC66Uc7RA4C2sCirjBGlIYlOkJKDhH8xyzNkyoJRUbHDvEREtXbKUvkMxHbAkRUpXW+GqjxUgMAvUoyFCEjyOOyEnorgp3BYtVJe+VrAQvDq3NbvQoRgaCVV7JLwDtFGv+9i6ABkSnmxwyCK0eown+I/nU6RUQbltVt38bErTgyy3+96/l5w4Z0azrmPsRFCQvtxZHzhWX0KGqtZXLMps2Ct9U5Bp9PxGRx/9Ed/hJ2dHX8vVSzP7/3e7/lzVs5K03mprCkkyDk/Mc4eNtYeJTx4Gmcn4BaWNgyCAZxVhX0NbLVwPUCPcVZR6AydJbeBbMUcH3tukz53ME3bUIUbm4PZBCU5VPuHt6GvfkC/534DxqWFVm6B+PLnPoufeekLAIB///XvYG3TPd9vf/stfP2vnAN1+dIS/rPf/GdPbN+li6vgFIV5/+5N7I4oPqxlMSWl/PWVJZzfco74+7dyHLnpHK1OiPtH7pn2OkCr697HvX0Fy4DhjOaOtEBIdI82CqOhG09aaz9ek1aI1T4pVRf7GBWurYEBEnKIjiYcK71qs3mKjQeDp5SB+v1PZ6mfxxhjvrAr5xwTGnPTWe5lEDY2NjEcurikbDKFKDUUtUsx48e1yRUMObnaGk9/aqW8JkAJAVZRyibDlJymPdxHm4AFxedfFxlnPs7ote/8LRKSHOGWYeUCxcRqg/3bbvylsylk1z3vjAU+Y+v23fsYTytRTIHlbh/dhCoglMor3M/yDCXNr0Eo8cLzzmm5srWJbaqtNZ4V0Nw9u+3tDaxTP+20l2FAEgePIasWNNbCFrawhS1sYQv7SNvjhUw0fE0fzSwY7U6VLlGQhDnnAYKQyrTzDsgBhSoNBEmMizCCqAJCrYFSZb0L1MZTROks9ZkhnHFMSL9AG+OpHCEESgq+sgBSOr4wCrp0u1KVzV9zSGt9Qs+j+swYe6h0vRDiBCRe0VOJjACS9z4+zvDv/uJb2Kd6HecvXEQQuWe0fzhCROhXIAUeFhTZhOGb1vz+VDo7jOHpNbeTUhrYOSZvev8IZwnqDbVBTrRKZi1EWOkHRYhox7vUDiGrWkhJF1/4/Ofx4mWXjaWNwt1Dt0XLtUFEAbl5pnCkaGdhAl9zyTCDY9JDYqrAVj+iZ1KXHZgS8vMky7IUs7zSQeKIicrRmkFRRsMsLyFpR92Rss6UMgZVuhuT8EimhgGzQEZlL5hkAAXAjqeZfz4W9f3mqkRYaU0wCZKHQCBDBJW2jZQeJal27PNYXhY+4Fmr0tdXK8vSo4NSSF9QTFr47KQ4Mb6fTvMc07JGTzpJjJEP7mZISD9kMBpjQNBwr9uFtlX9MKCsshGt8OPaAn5Mw1r/TNUpkB2t9QmUtUJOqnsFgBdffNHvjIfDIXZ3nXCclNJXQG+Wh1BKwRhzYjw1P1fXaCK2WusTAc4VhVYJEFbnqCg3xhi+/OUvz9VGpjNPyTODBt3m6D9/XDNLi7akScCw1CG0wJQeLTRKYXy878X1funv/Qw++ylXm04VCpNhVVk6h66oU0F9GsBnPvE5X8l+mmWwdMHxtEBG9Ue2ty/O1b7uUhszynxSvIX9u44WvfHeFG3qW7v7R7hxx1FakyxDhxAcxrS/vxs3ZmDGoQmzDEhiQBOtovMQZURZSCNgkpP+lGXgirJI1yOcWXXIhFJjtEjgc1koJBP33G7fm2Doujj6q3M1D4Dr/yMK/jfagBPFGyHyfaRUymdsWQDZtKrQzTwPbEyJ6dh9Py5KQFuPmiqjPZUpmfB1+bSqk3WMUj44mrcSKBKPnGSZp7bjFocOq+c7P5JsASRtt2ZsbmwiIMjaaoMJjb/xZAJJIo6HJsP9O462O57k2CUKb2v9HHqfdqKy3GZY7i15iOX2vet4inSjzJlNcHq/F89v4fIlh1pORwVyuPt4694dFIVDkj6pX0CPStG02msQsVt7Hpe381hnx5i61ocy2tfAisIEESOI0CQoSneaNLeebmKSQXgYL/DcPTMKVmt/V03nQXDuMzI4qyFyU5aez7a2nvj6S0u+wJ/h8JljGRUtm8eaqaVNbr8ZE9OE1JscPufcT1wwHEnsXoq2Gm+/e90vTvsHE4SB4zmjuO+dKCbYCerM6HrRqa4hG8J6p8nAOtFGMPRiSv+WCXaqTIaA49y6SxffaMXIyIHVIsKQOOJ+JH3a+v3BFDf3KT4rWcdznzvjF8q9ozFGFI9TMIl2151X6By7h+56ubE+tZ8xCZhatO7SKr13wTAgJ/eA1JmfZEEgsNpxPHhhMgyHbiKVMkAcVhlUMQpyfEoY72jIgHna697Rsc/u6bZiCAZMyNmBBGRF18YJGMUFTWaZj9NJ4hCKqKZJnvvYBRjmhStbgfSOgDwFrjpNU7+4Gq2R0QKcZTGSypFqKE5ba32MHeN1Hy+s8XFicRiBRwK6Sms1zPf74+ExxjSOBLdV9jMYA2S1cQGrnRlbb0iAirp26unzWuWYADjhoDT7/Ve+8hV87Wtfc/d4fOzppt/93d/FV7/6VQDO2RlRQcCiKE7EAVXfVeet/q157TAM/Wel1InaWNXzadLOpxmXeTrxsTLNrFbn1NTK1lW2oBAMshJtZQH6lJ57PDjEGz929NTG2jZarSV86XOOdvzlf/AS1pdocTIMlupeObFwehacwcD19XNnzuHdd1zsUxIB07FL493fu4Xf/E0nn/GFV16Yq31/c/UD7ywFnKPI3Px1dAwcGTen3LWZVxfvtDi0cU5QnhVo0WYBiuEepR/HCcMsF5iRKvCZfhtKEfVaWhRF9d4EWpQBvNRpQ1IMSJEH2CLHx+7dxoyWvVYvwoQolmlxilqDWiPLa7qqWvSklCekQarNqzHGZ0kyCB/6wK3BZDCoTgrDpR9B1lqfXcgC6eNUlVI+1V3A0ccAUJQ5ZrTZN9b6Y/Ky8AKT4hR0q7UWjO7z2WefRT5yc8FkNMGUCla3lpYwmDlH+r3BCNfvu41Hv9XFyy+5/vLclSuIKQPweP8mhgf3EQaViOTTtSCksViiGoxFUSBNXT/tBiGYcGvDmfUIgyPn0F+79gEkyYrwIEI6c+fpry0/sk0LGmthC1vYwha2sIV9pO2xyE5hSgjhPOVExmCBgxWZ7KDIq4wSU3uOkaizCJrZBYb5bCAOBsGFpwGUUj6geGl5GS3SyNGN2jgPBhVWO60ojHz9HnDua26cRoZfSnki0PBhtFKT3mru4hytVAcVS4pYhzVIgrBRUoOh8itdNguJYDV2cFobsIoSaDBUj5KxP41pbfDuXecRMz72u4wAHB3SfFC2QKndzktb68sAHKcaN3bdb0suG+JiBoNCY3Tb6SIVuQHnFZxrIej3rYAjpiyvrCzBqC5UYY2/RglgQLuFshAYExc6nbMgz0p/BZ0Vt6tNsymCs04zwyJDmbvzFrMU7Z7b4bY7XaSEHmWFgqxSq6J9rNIOUM+OMT3e9zuk2VRDUD/p9ySiwN1bqkoYkngPhPE0WJFrRJQ9xYzBVFE2Rc4gmXsGYTL/XmM0GUHRzi1XKSZUeyyahh4pQiNgnjVQA85ZLRnFua+ILbIS3SREQQhkr9f1GWKzNMWAgicFr+s2GWv9Z4sm9VJrFFlroeg84+l86BwA7OzsnKBpq35flqUfd61Wywco/+Vf/qWvk/XJT34SN27cAOCQnSYF1hQVBHDiGs1x7WsOlaUf+01qjTH2UDr7NIkDRjWeH2P1HCk4BI0fzgJIQjgYlKcgmQh95uvNWzcgKblgqRdC8Cl+7T94BQDQ7Ya+5h790n02xlOukkmEREnPZgOMJy5j5suf/ziYcrv1S2f7+MSLW9T2+TJ5xnkARuhROk3BictdWurB0LyTSKfpBACtMMHGsltjjo+HWCJKa60fY0y7dcUsdCmgCGU1hgGlQz06LYGtC1R+QEQQzL33PJUYH1JNsU4X+YhES8sQaZUxHPQgKJAXZn6K51FZfLyhiRTHsadby7JEVRzLGouINHoSGcIyCvAPQ+RSIC2qSud1UL6xxmcMcyl98L9gDWbB6jqzt8FEGK19aIg5RUIEAAQUimDTEmlK2a75FCBdsTKUePs9Rx3fOjrGledfBACsxQk++ZKjUbc3VnC0fwsAkB2VsLEGr9AvztEhAeAgikAEAkZKQkoKgi5KtCmT9FMXL6I47+jUo+kYr33gMrneevdd9BL3TF/+xHOPbM9jnZ046gGyTzfWQm6qwaE8FBsGoYdZDRgEvSAhuFdQtmUJa+sMpEDG/u+iVB66C8MIEUHxeZZC0+AIo7Dx8gxCmlyEqDMoGOfeWfCY+xzWLADYtEcJhj14fEVbiECCV6mvxPlrT4lxmCrOQQgw8maM0rCsnmyr3xtmT2SGNCfnJjQ6r/XiAGlVALAsIIl/LbICd/YdZD3NFEZEW4RG42OUUm7DBII7yqQbB1ju0vspDe4fjXBAKePtVhttWrzzdIyMpAaUiKGJe18KMiyRc3Xn6BgFLUgRQpTk2Fzf3fWCXZe3N+ZqXxyEPhVVWIF+z3HlykyBjoNAx/IYVWhKGPSQrDg6YDqdICBnZ2V5zRe83L0zBRcBYhJHLFXdT/NMgxE/Lnjgu1uaa58FM8tKGFqM2q0Yffqc5xkmlbLrKTTpRrNj0NqEcS5wSHEHBgYl3XNXKz9+pJTe2bHWejraWoOQ4N8gdI5SJfeQ5TlmFCeVFiV27lIhRW0QVKKCpT4RW1ZNtoIzv9FRytSqvWZ+iufo6Mj3eyml7+NNZ0cphRdecBD5lStXcPHiRX8vY0oBzrLsBMXEOfcbpKZj0tzoNMdZmqaNLDPhj6m+q445TRZWZVFYq31zXlNhXNQ1sFz8DtGsXPhnqJTyhTXjFsdzLzmn3pQFVFGgu+TGVqmUz5ANguBEJppgwl+jopsm2RgXnnIxEp1uB3s0J/zCL30GUYvegS7mat8/+rX/yheHVEp5IVqlWVWDFFIycLoPyQQEOWBKleBUfDIMAi/2WmoXM1m1yRgNbqrUfJe9A7gYyEreWyvjY0BkImBIiLbds5AJZWxJ6efflfUrc7UP+EkKs+nwVP232eeq3wCkgFypmU+m4NX4sAaltS7Dis5bOUuunQ0QwWeC1VIpkolG/2lmGANoZE/Oa5wxdEkg9ccfvI833nZyKbPpzNP+XAYY0qZRWIvj+zcAAIOyxM4tV78ukByqdHOKKlIwq4DGfXJRvVODlDa5XEao6jLoovQq+GC3UDWYhwFaFKJweWsJLYoHW+o/ugj4gsZa2MIWtrCFLWxhH2l7LLIjwzPIKm0RE6AkaDoUEkFc68NUO6KAMx98ZIyFQaVlUp4QxrMWyPMqk8FVFwFIEt+zUom/XtNT5YIjin9SFt4dSIHDpwgYbAYlG2MeuouDbWRH8BpdaWZpNXeiDwqZNbWEWAO6dqHD5NmipqvA2QOefK3t8dOICp5fjTEmSfWIC4SEIHWTLvKcAl0LhhUKKu7HEoyClc92GFYuu8Cx28McgyEdr4GZkiiqQLhpiQEhFgYas32qnMwySNrJbq+GaBGldRAFGBGas3Oc4pg0io51AF4QPbA3X1ZdHAvE0rWvYBl2brhdCJgBdB3wWkHEB3u3fTB4Swa+2nRhyrrkQaFhtfXoSK8do9ohWQtfRkJr4+vHFUr5nZZlAspUJU7qkh9RGIEHVTbF/NDOaDZBmzR0xhkHOyZxxmyGaeF2gL2ij1ZCQoKigewYU1OjlkGpmura2z/ALu3kd/cPMKBac5wBd+85inI4HqNPApDKWgS26o+uB7vGMHhtzkY/jWRjHD3BptPpCeq6yiZroi7WWl9z6Pd///fRpoyR6XTqd9Jpmv5EllVzLFYVq5sZl0IIP+allCfoiCYyUh3TRHZOV/+r5TNGHA1eZdkYP/dZq2EJoWBG1kiwzWGpXAvnHFMK2FVawWgNpqtA2QiS5P1FIP18wxkHq6Z8bT21Au7KVQDAaHqEMCakhEUoqE5WVVfuSfb5z34F57YdJWYamXgMNZXq2kj/p/8AmmP99/BzI2MgJqBKY6spWlhXKqE6lz+kUQfKGIsqpY0zCw9HWu7vo9OZv8TQo+xBessnonDmdHMAGAPfT4/LEmHVT61FJoQfpw+uGVU2pBDCQxSScZ80xFFn7Z14jtZ6FgVovIA5rEsU0/qZTVyYOeTrwWD/B0NMHm6N9/iYI5rnOjGman78kdcO6Fk/88yjy36wnzbDZ2ELW9jCFrawhS3s/w+2oLEWtrCFLWxhC1vYR9oWzs7CFrawhS1sYQv7SNvC2VnYwha2sIUtbGEfaVs4Owtb2MIWtrCFLewjbQtnZ2ELW9jCFrawhX2kbeHsLGxhC1vYwha2sI+0LZydhS1sYQtb2MIW9pG2hbOzsIUtbGELW9jCPtL2WAVlALap4vh3saa64k9TU+ZJ5tRI3TXyPEer1Zrrhv/pf/8/2D7V0wjCEOnUKYb2ei3EiVNwZYhQkJivylNfMNMaAMwdMy1Lr/Q4GAyQ5xlWl526a14UyEtS6VUcVe3S55++BKOcqu/R3i5CUk22BlhacjXJ4ijGhFSOj4oWfvg3ru7Ms8+28T//L/94rjb+kz/ft5W69InCdUyeUIdtGuOV+qnTMn3QfP25E0qozrTTw6S2WF/nxxrj1TyNtnUtFwNfnFSoDNMjV5MpnQzxx//tV57YxleeXre1OCZrKI8CDyvg2vzbGOPbzjl/pCqu1rpW0X7gWT2sb1tbt3uz18VvrlOdL1O6ekdwyqq//X+/Otc7vPyZZ2ypSOFXGYRUqwqSQ8hKORdgVHNIadaoB2W8aizntqGo69SFWUAK6JE8Wecncv1X2brmHWMMOdXSYqiVvK2Fr58VtQMYS8UCpyl++K//n7na+A///pdtXlABS2PRatH1yxIxnVurAhfOuGfZSiLc3XeKz9k0xfqSU3wtSwsrneLzlfPn0TYpdu+6cVNYjsy6tshWgoyK8k6mU5SksK2UQpC44pRpnsJQoeK9owne33F9czCdorpXUpGfq43/zT/5mu+rQRBA0vsSDBA0G1socFIADsMH3kmlnK5049lblGWJOA79MZUaOxcCkmR5JedQVeFLzvzgzTMFSRfX2viaWblVvg8bY/DP/rtff2Ibv/9//a/2pS9+AQAQtdow+9cBANlMwLbcNQZFici6a3SXN3F0820AADseoLV8GQDw7W99Ez/65ncAALu7O+i1Y2x0nHI2S/qwpILdFgztDhUSjdfw5tUfAQCevnABgurwfe+v/z1Cqu210g7RJbXkOIoho4SeOcc//tPvzvUOBevZqh5yEHKEjdpcgahr0Pk50FrwSiW6WQ3gAZV9J9VPtcSMRYveZ8AtGL0fa5mvFM1YXafRGuMrQpqGgjlnzBfSDAKB7799fa42/o///I9tSurZxpaw2vUbpQFl6jYGtJi14gRJO6HjgZjut590fIHSTreDzZUVv85JKb0CNAN8LclSK6+eze0DVRKq5wvmy+5pa/1nC4Ff+PRLD23jAtlZ2MIWtrCFLWxhH2l7LLLT9KiatZhOi/IYU9d9qrzZR9XBeNK5H1XeQmvtd7InPMEn2O7eLSRtt5s4Ot7FeODqDLFzW0hit5MIwwCWasPM0hw57QDjOEZE9Ypm4xJjqgA7no1R5BkSqhh8PBxjOKbq6LKLVkg7pyJDPnOVmu/v3kE3cTsOpi1U4XbP3U4b7RVXm+ruvSluU82p9e35a2MFAa+AHV8rCAAYLBivUZAauWjUPIKrqVP91teHon+rakzZxncMtacNwcH9TgC+5g+09tWcuTHQtJPVsoOw595jrk7WYXmUMdRVogHb2C3VfeVRfezBfvgoJOjB4x5Wr6z5u2YvbvEAK7SvWHr6WYRLrgaZthrzmjbW73wE54SeAVEQIqBaWxbavzfLOSyv2gKPqJ0oUMM5hBTgVK+Mc9moP8PqPsAFdPWuOKvRPGMhebWD5BCEWGljoavneIp6PFwKZGM3tmQDnVBFjllB6JMUANVcSsII/a5DcIZHAzDhEFqjSqjS1Y3a2bmJrW4Lgnbw3SiCoTpxrXYHR3t7dM8aHG6MJpFEq+tQpSCU0ITsWB7jNiFJwyz9qdBurY0v9aO1rpFOBpRU5TsMha8rWBTG1whTSoH7a1rkOSHM1r3WguYlN1dbfw0jXC3BTGnIqvaYtn6rK2KGPHfzntEMqnT/IJLQI4hKzddXJzv3cHjtJgBg+5Wfh6E5dHT9OszMtWm56KF9nmorcoWtNYfIidVNZCtn3Pc/eA2z1CELzBiUuUIu3NwXGAth3FyZ9VdQ7u/TufbxqQsO9Vu9cAHTwt3zC1eew+G9DwAAiQQiQh1CGSImxLJFSN48FkYCrZBQzEh6NEawusYYrIWm2ncM3KMbYHXNMGPMA6hwPTc3Sx9yzhv1w3gDtXHoDgAwyVGon0SYy7wAqGp4XSPryfbJF59Foen5w/o5vFQGU3oveZEhy9xnbRQUoWeDowEOxu5dXctzWJojgjiG4AJx5PrjyvIy4sghdJ1WC/2+mxdbcYI4dMcEXHgknMNCE8KkjfUlzgQYLD3H8jFD8vGFQBvFLf+uNFazwN+j7MGF42H2KCepWcTzNPdqYTAeuwlsMBhgeuxeXsA1GOizjEDzHQ6PJ4B1nUebAwRhVaSPYzgaAQAm4zEYLCZDB3Nn0xmKjApxxho5/f7o6ABLXTdoL126gMHhIV3jCJPcTdZx+wJ44AbijZ09dPrUOTrzt1EKAdsoEldTV9YXzGNgfoV2z68G/R5K39BCbej3xlhfyDDiFopoKWsYQJ3VWAZDCwrjFprokHw6Qk4FZ9HZAqijJ53OXO1rFs0D8NDPDxaDbLat+v5hjvRp+tJPOES+KqiFIqi9/7kvor2xDQDQczpzAMACC1nBv2gU3RQGjJwdwRmUx3aNL4wLGAj6gQyEn2w5d+/BN9vURWqttTB0f5ZpBFTgV3DmF2Jblv4+pJCQdDljLKo5X9j5Nx7ZbApBk7pRpb9+r9sBp2tKDgT0HHSeQeVujEnJkNLiv3n2PO7fO6DHUGKcZVhbXXXHhRJKut90+6t4dmUTAHCwfwfD3R33XIT0764VJ9DUf2XQRq/rFuaD8eiEwzuvMcagiTozxiAOnCNjAT9hg9UrnbUWWZb5z9UxzJx0uIXgvnBylmV+vg0CidJUxU4D8JIcIl1ABjQWY4XWiruP8UxAzdxnYy2sqh3meaxz4xpKeufmkz+HkKinRO7g4PC2O6hgiK+595GtRLgxctd7929/iHtvvgYAmO3sQNG9WmtRqBLWkoOTp2jR/JOVBSRdQ82O0SPnZbZ/B7PU/X77wrMQVCx3dHzfjwsZxEjIueq0wvkaCKCdhAhokyg5fPgCg/GuPRfCO7VGW1+kE9ZAqboIdr3xdGPLz8H17AGLeoPBORoxBIYKaQMczNPIWtf3xDlHVcOVz+/rYDSewvKqeDf8eIZSiOjcrVYbnOboSAZIyClPPiYwm7hN/O7eLu7u3gcAHB4PYCOJgkJF3rlzE+OJWzM1FHo99x7PrG1hs+s+S8YRED22ub2NNo0XzgV4g1qvngl/zHy9oLEWtrCFLWxhC1vYR9qeFKD8SLj+NGatfWxQ8t8VNQKcB/vT7LSytMTNm27HUeQ5Iu5QhaPDA2T5EQAXyFZod+7hVEOwFl1HIYoJhlbKI0sBs5BSAhR8HHELRbuoIJhhqe92E91uB8srDnoPBUfcctfWom6DlhZBu0v3ynFm23nS585Fc7cxiITDyeGCYpmnpYwPhHyQ2mk+wvqfWP2ZINhANoMk3Y55PNxHEjsaIA46KAlOZlyASXfidDTC/u1bAIDp0QH6yw5+5mCYHd1zx2dDAC8/sX0Pvu1mkPCj+tbDUJ7m9z8RsP2Yv5u/OQFLNxAxMXa7md1/9TVPCxqUeP43/vPHN44s4BKW4HfB4Kkcaw0iguCVVUDpvnfQboXyaI8Kcc79Np1zDmMsFB1muIWokAMLxML1tVJpGF5tnQSMJaSDA5wC9A230BTUzo0ANxXdOf9YXOl1PIpRliWWltzYaCWJD9aE0ejGDhmFUkhnDgFttRIw2ul98Re+gmvvOdri2jtvgwuJwcyNxX4UoUVwedzq41OfeQUA8NbV7+FWXtHQqadtwkCCV5HDTCIh2F0I4VHRiuKex1z76v4SCqJzbB1EnqWZp5cBiyCoaAjrg6gDLny/k1KAc+YRu+rc1W+YceMyNCna2j2vrkmx3nP9ZvniCvrnzgEAvvHDmxgcu3cgmfD9uRnG8DjrCAs7ctTg5LVvIbr8HAAg3b2L/e+/DgC49epr2Ft2yM6bN66D3XLjfctafOnpZwAAZz73Jfxv/+ZPAQBKGygwT40yzj06JnSJlEIB5NImUkKxZtfeQ2d9yz2DwS5W1xyCZ2AxGbl5vb96EcvPfRIAkMwfFUD0f5WAAU9RWRhUUKep/gZgmYGuUNZGvoc2BsKPS0djwc8lAKsCkS3zdBVvBAwwMD+XCM4hqM+UFihy93w4Y54ul3Z+bMMo5dmAvCzAq37QCHfQxkDS51DDo5TFcACVOSStF0qothsz6WEO5CU+/vKnAQDtbh8DYkMOjw8wo0ScMiswGzhqMhAhrt++BgD43o9/gHbPjd3NtU1s0Tvtt3toUQhINT4fZk90dio7TVzNg7+ZNw5n3ms8zJlpfneamJ3nP/YiRtUDPzxEt9Oj82m02m6S4ZyDZ26SMbYEKJsjTiKEIXWwPKsnBs4BxjAm3tLAoEPnBbNIKMsrjAXu7rqBDqORdNyLWt1agyXefGVjAwlB7VHyHuLYk66pJQAAIABJREFUnTOU7bnbGIbSL46csRpS5TXUyhirQzkYc/ST/9v93xoLTQ5NPjlClmVIWq6TQZX44J2rAIC33vgeLl92k9YLL30eaUYDMmqh3XdO2mw0QDEZuO9VijZzE2x2+AGyuzfcMx0dAPjqE9v3oMNS2aOcHc65jwd58PimPfjbZj+t/b/6uTXpNMYYdEUqM4aAZg6jxrAtt8hs/Se/8aSmeQtYAMsItg0ZrE+qkX4iH07GsNz1U24FlHDPVHMOS+9fa98VHFTOuIf1danR67kswI8//3GEBPzeuv0hckb9X8TgbXfMbDRCRiS5ZcZn8AVM+kw7LebHziMBKMLLk3aMOHLjLwoDRFXcgWZIYuLzEaNDTuQkTyGqjCJE+IVf+gcAgKVeB7dv3cLhvutrSX8Va5QZN50AuxSDMxql2KTFMZ5MsTt0C+h0OvMxHgYcCWUBRVGE6YziXDB/G6tFGnDZWFXcTSAFDGVKcQGEjUyrqq8yBv854KLxPQNjGs3uWn1UpUKiXFtWRYpN7u65m+5hY+LmELG/ipDiCzdC4CY5VDZs+bi3kiilJ5ns92Ao2+n6d76BW//yXwEAJm/fQUrty9vruHbHtXvLcjy36hyttV6EjPpmL97Ci899CgDw3b/9K4QCUNReCQZN/YubEoI6dHFwG3bZjQUlY2R7jsrstAK0+i7usd1ZQZG7tsymM0xn9PxXVudqX2U+LKMZF2jsic2gpyVtI1PVWE9TcgkwXoWJAGC188AYUIf5GJ+15FJX3UfOOfzsY02D4oSPpZMBB6ucrlPQWFk6g27EH1X0smX1BoazOjaMhwESuHEZSgZBWVrTXMHM3JrVj0LcOdjFd779TQDA57708zh/wcXLbm6cBaMYoXQyxNExObBRCz0KM9k7OsDBsRvHN669i3v3HEgxmkw9gbi0tIK/97Off2ibFjTWwha2sIUtbGEL+0jb3MjOo7JRHmW2oSfQDAJ9HNX0oObJPFahOA8Gnc5rutCIJEWH91c8xA0hvPfe7rQR0q46HY1hyEXutDueBsqLFDPa6Vlr0el0kNJuqCjLeodUFBBE/RRFhpKC1YIgQJi4nVZoNSQFMW+dvYwbBw5NEYHG8aEL9hrsz4/sBAH323nBDEQFQwrpt4AcDs0CAKOVz6KJgggBHV+mKY4HDqIe7V1HVpTICLr88I1X8cb3vwEAODq4iaN33W4t2z/AlRecpy2SPphx7TL5DAm94gIG04O77rxH9zzigzKbq30PIjUP63dNexQSVJ3rwfM8eC5rLawPIq0zuDhn4FXmAIPfSnHLUGr3DjtnNnDxt/9LAMDGz/3SXO2rrl/Rj0IKp50DQCuN4dDtfKxgSAjO5Vwin1Gfg4IqqsBffbJdsAisu7eIt/Di5ZcAAC10MDl0+icvng9x6dmfcb8XPfDQ0ao/uvomrl79kM4TgleQETd1Zh6bfz+lSo0qmjKOQxREaWmtMR64e1zqtIGY6DwZ+PaOZynasfs8HY0hCf35xGdfQdxewvb2kO6NQ5MG0Hh6jBv3X3X3mY8QU4ZNIEP0ew6JLfMYKytrAIBcWYxy18bbe/cwPqb7PgVVV5YKAaFUpVIoq/eopc/AsQwoKNiY83qOY9YgpPGWlWUdDGsUiqwEq9AGbsGte3Yh09hgbjxd4lO0Jw5JVrffxs6PaMecAfLZK+74j/8KULpnl5rcU2PzRgb88No9TG84LaLDw2OURCt0V9Yw5A49udQO8dSha/fKUhslzS/Dchdgrq2v/s23sLHmkLYxWuiXOTRRiwyA9MPd+j4WSI1i6OYn0V6Cilx/GM3GmKVufmn1V9FKHD17553XvH5T+Pwr8zUQJzNXhahRU5dpVdHAFqjmBcCjOQzWR/uyxlzMmUNPZDX/WOvOAZfNVT1/IeoEA4YacZNSwlBguOCBz7wKuPRrFE6zLqqiinxAIAVEBSDp0n9vOfO0d2gZAsrGCkSAtHRozmw8gaa+HIchVpZ7ePeWSwT4q2/9FV75/JcBAKv9ZXBCgKajEVbPXnLXiFtIlt34e/bKs8hnjoUZjIc4oAF4494Obt13/frN63ce2aa5nZ157GFCbJVVjoMxBkVR+M4SRSdjT07jqBhjfLr5TxtTNJvN/Dn6/b7POimNQUlpdSYKqwQshJH0k4+1GrLiKUuLgtLFW60WlCrRpVgbLgOMaEHqtDp1ML02WCOKSimF6ZDgY1YiSty5JlmBd95yWVpRkGCtT+J0en6SmQcczFTiZQZ135c+rkSYAipzfD4zCuCuwQEzsNTe2Fgw4mLH+4cABzLlFqFXv/uX2CdxMK5L7E7cs5tNCqytuMj61TMXMJm4NpazGUZ7d+l45Xnl6eC+F7CCng8611qfyBpsOtQPo1Kbzk6z30hZC7g9LMPrhCAjiVttr/eRkPzA7bvHKMsqrgCwpprgDOKnHVz7zH/xX2Ptsz8LADi8dhVLK9tztZFz7oXFpOA+ndMw+DiXqJ3U4n9CQlCsh9aBe6eAUwVrnNNaA0sO98baBgxRju99+D4ubLu2bG4u4eDATSJ3dt/HceaunRrh44WsUeCCUsXdN3O1q2m7e4cIaLJXmUZJMQhhHKKcur5ZTibo0ve2nSCjNNjh8RCCFr0imyAtKJan28VzL7yM4b67/+s3b2Eyc312Oh1hNHCbh7VOG0tdt9HprwCH04oujhHRJmT/cODvL2Be38ynwM5j2hgYyiDTxiAQVbq+9rQF5xySMuy40H5BkVp5qmLGgFjSGDUuM87QRiIMFPrCLQrbcYqL1lEC7ckAPHMLhOZARseXkxnY2MWxcOQ4zv3K6mmScs7Mwbe/9zrGoXMyti5uI3NTFzaFxBnt7oPfmyExrt8c5AHa5HBM9Bpi66gJlQ5BayS2+ufw9t574My96+2VPg5IcHJ9MvJjwVoBTn2jGB0AXbdImqiHdOLaJ6ZDl44NQIgQBWUNTe9dm6t9wAMbH4aaVgJHSXMWA2BsFToAVJEkAWd+s6ygHZcF5xBJxvzztqzOzjPcegrGGAtFY1kY5Wk0Kbl3oji0d6gDzk+ELcxrknOUdB2jaxCCAX5DYo3CZOqe352DCVpbbi0Lkx44rR+ddh8pUYXD0QBSc/QDt+bfvv4BrhLF9vNf+lno1I2LIiuwf+jeV7IqvNOXWoNKWHWpv4nl/joA4KkzF5GT6u9xOntkmxY01sIWtrCFLWxhC/tI20+N7DyMKmjupAHg5s2bAIAkSXD27FkArpTD4eGhy1YCsL6+/kiRtycZ59xnKpRl+Uip/8fZysqKv5dOp4OU0JlCKfTWHewaJwli0hCIg8jrJAghkSTOZx+NjxGSLPe5c+dIyE3639+/73aQR4eHFboJLkIvrGe1gdfbMxqdbXftUWYghENGOHaxurxcHz+nhSEDo3NLzr2Hq0oDWT2rbIzZnsuOUrMxrCCp8jDBbOq85YBLjA8dJJ5PM4QBMDxwvzm4+yGMcrvpld4KUtIVGt7/EDvvfNd93yr9TmR2eASM3a7AGo2UgiJ1MfOwcJVp8yRzKEz118OD3B+kpDxdZY3fmXPUwdtCSChVeOSXszrzwQJY7bl+9w9/9YtYpgDLf/3vvoW3337fXYMLaKKuli5exCf/6f8EAOidu4wic6hBpYsyj3HOwavMDSFQ8Y/GWI80CqWgKZBYMAYQXQpRa200ESqH7ACQbpfd6W3gcODeCQs0RoQefv0HHyCljJ6SRWDSISAy7MMQXWSKFCD9Gm4jMKJ9fSbTHJblOXLq1yooEVOg6/R4hKfOu2ecCAEZVOgVkJEeVVFmGI4canF4eA9J8ll3zmKGyTSDIPQgLzLsHzi4YTw8REylNmLBfemGrMh8oOj9+/fBKWPKcoGc0F6rTSPbbu4mwqjc79iFlNBUcoILDlWJRgpOwZ9ubFRjxhiLQldIdg4dUhZe0IK1QBvuWZyRChfbrh9cWAXaFeKztAo9dYjIJImRpm5OGk8yPP/UJfc5jDAtqn6ZehT4YQH9D7Pp6jo2M9em9u4QZ6hEBItDROtu7ip7l6G//QYAoJeNwbqOrto1ITaUu49I7qFP/f0TZ3oQuIxp4d4b3z6LoyPKqNIKkjJorRUwVMpHMIZi4vqDCgtEFFQ/VCUMUSEht17UNaXsn3mMMwZD/dTA1BQPtNfO6kuJHiEt5wE8Rc+vy0NYggQPILBnKtTCImBAP3D/lkH7IOySM7QrYJbBa2GtWo4NRkH8NoTYcPTcTeR4k0IqICOPfKlTYBuj40NEtLZBcJRVdLNhIAAXrSjEwdCtB9duXUNCc+/mFke3W61ZHGni+uXxwQFYYfHMGecLfPaF57Cx4ZgKlU2h4fr8eDLE/q5D/VfOnMP6lkO/rQx95lupa1ZHKw1GWaHr/Udrsz1xJqogf6WUdwoeF9dQTaR5nuPaNQcNPvPMM/4YIQS63S6Oj11HHI/HaLfdAMyyzDsvD9Jbj2yArASzxE98N49dvXoVXVJhjeMEhjyOKInQoqypdKZwZ8cNrssXLvgMJGsUCoorMUZ5Uac4jhDHMQRBlGVRIqiyUkyBjGA9IUJks1qxl1HGDpMMrY6bAEywjaJ0EHy/F4NZt1DyU3TcYnAf06G7/4DX2SwHu8cwlA0iihHMxE0m2XiAjFbHpNPzdIy1HLqqaROHmAz38OEbP3D3o2a+RlOShF4QbDI+wtHOO64tVzYh6f2G5RCMFuYsS73QVBiGKAg+1USRPcmays5Ne1TcmBDC13TpBhEkPUtlNGRQpZRyJEsdhPS3KktMp5TRxCyeOusg2yLLcOemc/giyQBRO0TVGhhvbKG3fck9A1X4OkRL20/N1T7AQcmVKhjXqEUCJfdpqRbWK7gKUaveWqvBZRXvU1OXLvUc4JJSQ0uDIHBjcWmJYefIbVYyJiFJFgFhDM5d/1eWw9A9GaHBWBUXBr9Yy/mRc2xtbkKSQ7m6tOxj2+7fvYPNVQdZS1gc7DuqQ6YcaUrOGTfQNHaX+gnabTd2j3cHuH7zBs5tuGycg8ER3v/QOaQrnRZaRBclgURI0P/B3j6uvvcuAGAwHEMQVZ10eg1xRukn3lNt0FTmn7/JcwhOjipjKCrF4CAAA6XaM41JSnOMAlaoZp5Jj6Fo7pFtgygIcaHjfv9SR2NFufHe5RKtp0iVOGo7/gqAGKfobrj5eXNnFesvOYmHt26kyAuivHlZK6TPuYHsFSNsbrpnbVON++SI8EMNcc3FdwWfehrBi0+7a7x5E+q+ex7t7iqWSNzvMLkEhM4BaRUtPL0JSOkWxg/awN6B63db65tYaruFdba/C5tW1BGHpP7AVYZ0RBvU9gpM7MILApUhIQHTvArAmsM4F+5lwI3zaoNxUQCf1u58z4BhjRyRM5ZhtUrM5Aycu3ltIru4lbv72ucG0hgsE1sYBzEMzX+9HFU5LARMokUxZ5YzRJQNGeYhehtugzz4wlP4F287ccYf7B2CMze+y2L+zdWde3fR6bvn1Ol0Pd0aiACBrNboGGe2neNSjI5xRJvXzO5gm5y4fquL9RXXZ6XZgixSCJozRtkUM8quOhpNwakWX14W6NCaXBaF3xyookDps4qF3+RxIRDQhqR4DAiwoLEWtrCFLWxhC1vYR9rmRna01nMJS1W7nJ2dHfzgB27Xf44EqyqLosjXe6EK5QBOIkaPyqR50nWB+QWwAGBra8tTIPv7++CESfIRUBIcKwOJd99x6MTOzRtYJel5rTWWlx2kf3R0gJg0OPIshQwkEqK10nSGnM6lVO6hTlXMTgZY006k1VvFzVsOhvzxe99DNnVt64QDTNgBnWd+P/X2a9/D5NihNlYrr7twdHgAQzB6Ig2WEkLurIKuKh+bKUpdRWJGACe0Ky2we+s9HNx2u7WYM1hGlAYMhmPnsTOroKYONh7v30MQE/JRKE+tWZ0BhippawNRVYWe8zWyWovLne8E2liXUggJ8XPVdv3BPig9YMyjSlHEEQgOk1NWg4hw8aLL0IlbEUDI1es/egdV6YzxtMAySZsXpcGQ3q2xwIAC7gIJ9JbdzleW81ORqizBKx0bzdCmvqZiC0ZVl3koAULXTJEirkTJRABDyGLYCmsI3rg6TdVdzPIx1ntu99zudIDhe+68HAAJCUYiQKuS1rcWKbW9KGX1GKCEqTNOThGoXBQFIgo8bbXayCjYsNtqYzBwO+9OO8YePcu4HWCZ6oxN8xIvf8ZRV08/dRGWMlPOnj2Dpc4G9u86NOhoOMJTVxyilnCLdODG08pSF/uHLpPnxs0bOLvt0JDz5y/4KuB37u1iSLtXBqDiPE8zT6nZkaeEtNIwpgqoVL6avDZ1NekoCjGauGO4CNHtfQyAg/FN6cbYZsvg/FIPL2+5Nj8jUoBKzwxvHmCiXHYUW11DsOQQ4/bZbTx/zqGTT2cGd/fc+3pv5x2U2qFoVitfi6hZZ+5xttpfw+E99676+xmGREHkokR/yc0PZ97dgf2iE/Pjn/gY1NX/j703iZEsSc/EPrO3+r7FlhEZkWtVLrWvvVV3NdnicEbkzBCDISUKgjDQCKB0GWAgjaSDdBJ0kiAIAgQJ0EEHHUYjaEQO2RTXZjfZXdXdtWdm5V6ZGZkZe4Tvz99uZjrY/8w9W1Vdns1bI+xSkVEe7m72bPnt//7v+x4AAFLZwMTT2QSVcoSxfrY1b4JOLPC4Qc9h+z42SN9sMOkZNlc5y5E7OiNgcYBnOtNlMWkOunh4BFb4Lvk15IX+VfzFha2f1wzKIXKs0sT/p6jiZRJTDSzHWG1YvR6OSFTWjzNYnv79j8oxvkukkJHMscIdXOroLNXLZ56FpD3Uv/UALmV5BLdNgTJXCiEVHSc8h9jS0E9tr41/59e+AwDY/8M/wvaIiC/zW/GhNx5if6Q///yZs2iW9bjanBvNqywXWFii+WRbGG5pltViq42lJmWFLAsOZUZPltp4cO8Wrly9AgC4v7MLVtJ76tkLL6JF0FfN9ZAUbOBqHZz2sTzPjHAttywwFKQnIE+L2pAv7tOXBjtF4PCzCsVflroNggCHZNA2G3xIKRFFkWGQ2LaNMW0glmWZSfQ0G8jfpi0u1c1ndRYqZpNUEOYAlVLhhRe1EqjtOCYoq1RqqNf1Q2VWDpvS7plMwKHgeHQocAfVuj6cpFJGzViKqWCYAiApLd3onMatXQqi+iMsLZDYoMuwWKXNIJp/5u58+iEsOtJcmyMl07887IMXolaeC9BGIVQOWdQjKIYkImwULmxiWoSTEcb9HTDynHEZR0Ap2ThPYJHZKeMOEqrfScIIPo0JU6mpUVIqQ0YbE6QAs+k1bN5ggH1h3QSnw7bi2Fho6O+uKZ76D+pVGxalQPNMwKHvXauVMB5OYBWyBGtrePEVTb9OxwFu3dIQgOvCwEjrloMxiWFlkmGT/JlsAHduaPXYNJrghVff1K9JEjTJ5PXLmpByqpDLbDAK0DhjYPYUOnMpdX5u/TQqNI5Xr39q+ssgoVCksxUAbuoy4jQ0m4XrVQxd1rJglF5LvqNFKqGZ9XlRM8cso9isIAykZGivc7QwDFGnYGc0GuKA6tw4A/Li0EWOkNLxpWoFVWI8rq1V8da3fgUA0GpWkVOg2e400G41cO+uDsqDKMPpU/ryVbEk9ql+ajjq4xN6Rq5fMkHy4kLbMGZK5Qqsxzpounn/PoQRL52/j1uP7hhasMgF4lizNF2XGRpxluXw6ECu1RrI6HNK5RJGIx24ZBJYKek+Xlqq4KVTOdZq5PmVDiFIjTaOMjiMpCtYiJyYWQoTWCUNLwS5jb/+QPd9+zCEKhOrTk1Zjj9PrmG22ZMEA4uMPUs5Th/qZ4jnn8Hyyxq64rsj8J/c0J/91ReRndUBUeXxAXoTfVkQlQaIgIfYKQNeirt9TS92pITM9QUqTVMMAj0+Z7wGLJ9qNrg00I8UqfFt8yyJnJTtIyiAoBN7fps6SCnM/njS8fBPYr0GLoYBxqn+XnJpDfc3dL8eNZvoFdZ/oxjfHOlnvhFH+DWCjS0wLNTr+OyUDmZ/uPos/Kb+f2cqH+K1j3WNE3cYYodUvGUGjwIqbnFzrchuPsb617SExDfe+gr+4M/f1b9/CiCn1miYi1+aZ+Y2qYQ081QphiEJ5y62Olils6njuxB0wZXpBBABfd8IDx/dwMODTQBAe3UVbo0Ca9dGQJebVGmpAgBwXNcY3Io8N0bSegnpZ5CmOVokCnly9YvZrccw1nE7bsftuB2343bcfqnbl2Z2Zj2EPk/o72d9r4rXr66u4oUX9E24PXN7LRhUEwrbGWNoUiqac26yQFmWmSzPPIKGv6i/1vbeDRMRO7YNy5oyIgyjhDum8FQw26S1J0mM8KhnXq9IjMfiHKnM0Aviab9k8V7M6IFwG6YgFgDcSnErKeHoSN/A6vU2dnevAwDe/HoFraqOePNs/sxO3H1ovFxkqWQKPy2WwKUMgeta5iYUxRliYp0wxSHJ20rIEKAMjIgijEd9ZKIQP2MoEe70xoXnDBNve2/X3BAGkwCsEONTwmgxCCFQIDqMMzgUsT9FbevnNqWUEVrLpcKYiqBLjgNGVgRxpiCoMLRV9nFiQd9OMgCi7KLa0jdN33Pw4x/q9GscjuFQkfGrb30LF5/X83w06OL6J5p5liQCFXLxzdwyHFoXQTjGo/vat6lUruHUnH3hrg1eZMVsC4LGKBca+gOAWqOKBt1so8MRHu/qLMDOzjaaJzU8JSxl5jJAAnSFyCRSSBJ1W1w5ieqhvi0F6dikoi2HT8XShI1mhdZuCoyJmSFkBk7F/U+ROUelUoFD8HaaZohJD8X3HeSUDRmGAUDZJGZ5qJZ1GvziS5exvqEzB3Gwj3qtTt8FSJMUFXLGPn3mgmGKeCI2om53798BJ9g5ZzAO6koptGl/ArPg0TM4c+YMRjRvwsFo7j6Og8MnNMcsUsezHQu5KFhaEi4JJ1YqZXDCex1LAQnBbhUfL53Ve8Er58o41UjhMr2nSmsC0aL1PnIAyj5759fgLxKsVG2DM/37B395G39N7KjMPQPH1X3PhXpCv2qe1h8GWCC9lW5WR0Pp23pb5hhv6izP3lGMBhW5rt99iO5lrUHF4wjNvs6c7QmBAUE0JauEW4MeHpGgqYccPcrcMWVBUKbhIIvQ6ej+OTMO5CKWJoPNYcOiDKSlGCYDnWVpkhbYPC2TCill2+xmBUu0FyTdISKCxR4EGf6a6czZzcWzyCLKkqhDeFTG8OsZcLoQRIQCHAcfZfq7XRkCq57+Tv4Lr2J3V4/difEYacWjvnso0xlT5QBIwJHDAb+mx/HSM4v4M9rvIzn/Gem6HjixiaEUIsq65FaCCrEAHddDRDo7gyTC8hKRCLIEo0P9rPJsBEYlCu1yCWsnzyP19bh4jQ78pp7D40mOPmW8EiEhiQ3c9qraogkaVuW0DyiukBASkucCRLDDZ6MBXn39pc/t09w1OwCMUuvjx49x/rzeWMrl8hMeLUXg47ouqmT/rimuyvxcrVYRBIH5d62mF50Q4glFZOM/8jOCcMYfxnH+1iaik3AwQwFWBsbwPAejkd48OHPACOoA52DFMprpr/acKqACRjThGd8TapZlweGF+d+UTswArCzrWoKF5XVkqZ4srXIFLUdPLikOcdijAOopKL1cRUizQqAqg29RjZRrwSOfJiGBwbigejOksR6TCQsQERuk2z1EQAHDaJKi2z2EpKDLtYFqSS/CkuBgBH05jMEjE8ccAmPyMrIhjNqwgAdZCMLlMBuTb8+XeJyt2WEz/2CMmXoUAQ6b4Iiy66BC39XmgEPQSa1UgqDalOF4gsMghRwWKthjcGKlxUmIF1/U6ebnLpyGk5M6r5vjldd0LcKtOzu4d/snAIDW+SWcufQcAOBkchYeqf76fmmu/gGA43uwiEVnuxY41VF5zEKbzPEG3S5ubuk6G8QZ7BlF3UIg02tXkYsCqlVQkhkqK7MUBG0szfYiNta1qu6tB9cMRMu5gkfPrWbVIejQSRKGOol8CStGl2rUZs0pv6ydPXMaK4v6oAxGI1j0ObZtQfEiGlao1fRmaUmGohrj8nMvGuiJcxsVEgIM8xwHe9sGclpot414XxRMsE/edFmW4MQJSoFbDkYUwDAGw9I6c+Y0xhTg7PQGJuB9CqQObpmb56IUh2sgWwVmTVly1ap+pqVSBTaoni0fY5mo3F+7tIBXLusAdrXB4FoJQJeS2JUQVd1/1XcQRbTfTBwoZ0qZ7vX0Afonf/hX2NmiOps1CSvXfcxzbqDJeRXtXcnR3NV7F1tZwREFbf7mAYIhLdJ2DRMau51RhvZnmm0aXjiL7K6u+1jYe4zI05fkz/bv4qP4ARLak6By1CgwFUpgvayD8vOVJrbouZVPnAR5DkOkCQSVJ9iKTesyFTMwa0AH7TxtFGVmPvU3VtD7+7+jf7+1j3FP9/0Pbl5BT+p1Ppwkhq4dpQ4ef03X0+y+/DoYlXNUZIwTbQfNTzW8l9wbYEIK0LteBVcu6QvVucsXUKI1agVjuEekNj8ewyJIVkkYhmnpoAuLvutT3I9hMQ5V1JalGVJWXK44bDoLfbsMTjWCjm0b/6xx/9Cwf2MRGY/AUSixeuoSKqvPAgC2u0ewHCotYCMkEdUvxRF2DnXN2YWSjxKtZSVh5qMtBVKqaVJxiElf1yvt7O8C//7vfm6fjmGs43bcjttxO27H7bj9UrcvTQ8UmZbr16/j9m2tPfGjH/0Ib7/9NgDgrbfeMsJAtm2bDI7neaiTv4xlPenQC2hrhuL/FX8jhMBf/uVfAgAuXryIc+f0zXLWM0sIYRhMBaPrb9Oq1cpMqnaqqG3bHB6l65SyjBdSJsRUHnwWDsCT7teAMj4vSgkjES5zIBc07JIblkOaJugsaD0iu9TA+Wf03y63FyBDHf1+/wffQ5YXGj1PAfJwZvxJuOSQJHanVA5Jt3zS34paAAAgAElEQVQGyxQPi1yiS5m3Rw8fot/XEXQURUhSPfZRKpBlKRyjY86x3aPM3+afol6nbEmzgpWOvqGVbRsZsb8ataopdHMUA8dUo8WhcXXmDMW1gGORzeFotfR4pWEKTtmcdtVHh7RiGtUpo8h1HSws64yE53DsdvUN9+GDPsKEY5H68bWvXMCZMzrzFoQJWKGhJGKMSeb82o2bGNIYhBnDo30NI1nNJeSk41Gp1cGKufAUDBDLscHsItNpoUxQTsOvY+eRTlkPDruoE3xU8l0DA0mRII11utlD5WcIA5gKKToS3C1ICDaqpF/iub55Js16DR1fp563r27hs9s6kyTSDOfPnQYAdFYbiChtnzyFcKLvumZsatUKgir5U2Vyxj4BOEGaOVuPHqPS1M+u2uqYW3qztQBOa1rFI8joCCob0WdIhOSiHI+OkFEWY6nTMvPUrVTBT2topexXjQVHlsaoFEJrcgr/PY0zRq3qmfeDUrCtgqwgIQvXaM+G5+m9x2aARWKdy20Lb7+pb8VvPruAdkt/F5elQJ4aV2tZqoHRuNT8EqKufgZRF8i71HeW4Ac/uQYA+Ok715El+vVpEsFTxGhiCopPM8/ztFPffhXZD/U50SqXkQz1fnVY97BeWFXEPvaoMDioM5Qf6wyTUyshPkEaPUcDXOlp+5n3B/voOBwezQGpfAgSD3Q9F9/83f8IALDoNND96z/WnzccoEpQtSWZ0W+yoIx2EOPTDd+bmwwB5CkAKnGwPB+Dl74OAAjXMtz95K8AAJ9tP8AiFWq7KkYKysYoiZjg1t63vgO7gC4dhbxlYYF8u6I73zVsxFHPwkckDPnWr/8G1pf02ZmLGIzOwpWFDlzaQ8UggENCsAv791C5ppnE2O/O3UdLMdgENSZpjITWVqVanZYljEcoUYa8Wi6b/TyOAmPxoBSHpPcpN5dQqi/Co4x9zGx8elt/t+FwgDFZtJRbDSRKr8tJMESZMu8CgCEGywyO1H33uYBHpAtZcb6wT3PX7Hz/+983wU4QBPjzP/9zAMC9e/fw6quvAgAuXbpkIKkkSYwx5mQyQZeokIuLi6jX64ZuDkzVOQeDAT788EMAus6nCHZmW5qmGI30xuV5nhEh/EVbt3s4k/5mUwozY6iS6ma9Vjf+OLbjmSBnFlID8AS8JWUOxouNfsYYEYBViEIJZv6+XC5hZU33tz8GynTQ+G5uMM9ma8l41DwNW61UqRh2DOMSioIdKIWcahN8vwJFgc94OMLmA00H7ff7M0aX3DBJFHKkSYiU/l/GbZNizDgwpIP8RH0ZKws6JZ/lCVThxeXYoHIhpJMUXOmFUvJ81MqU5p9TVFDT9gkCYDqwAYCAWVimYKVdd4yYYrNRQ7Whf1+tV+GQt9X+Xh/9sf7Mc2c3EA4jLNB3/+qbz6F7pA+KSq0Mt6Ehjw8/uo1qWwf7qapjj9gnDx8/xJignIOHm/iX/+t/BwBYWlmFAglgJRP8J//N/zhXH5k13Zid3Mb5Rf2Zh0cHmJCv0dJyGyXalLhMDOtq2I/BI0r7T1L4Fb32MsYguAK39OscR6FFlxCH19BqaEipZHMs0sWlbbdw+0O9QW3euoc6QdWlWgkPPtP7w90HChtrenxOLi/M1T8AmAQBOk0975maBhO+52Ic6LGfhGPYlMYPwxCLJzRFXIHBp0CkXPZMED/pH2J4uI2oIPspMTWzYgqtloZAWtUKamW9dzUWl+EXNT850O3pvStLM8TJlEVq1vtTrEXHUvAIKhd5jiLuyZQEIwjV9WxwrteDy1Ist/X7v/3aWXztq5oV2mg3ADL7zNIREAtYrn4Wbr0FLOpqMOdkHW5W0KsFRjs64PjRH/8Ef/LHeq8dDAFpkzK0DKfQvMwhCx8mPp/I6+b7t9Fp6ucwjBL0Gnquv/kPfhM2magufXwXe7sauppkKR57+vM2Hu9Bbuh944NShNuH+ueq7YAxBcswZWECRsldXHxLSw7Uz7yA4Te1ue5f/A//Lfrv/b96PLjEUks/T8exp4GbUmYu8Kdg1CnMQOWCwZ/QcxgdofdArwE78xFVSB4ii0ydzjOXVvDGSzpgbYUTcNr/Pa7Zv8+0Crq9h4QCmSjLMRjqgPfw5iYWlGYTpukEY2KWVS0Li8uaBm6t1kxyoL5ch0Owr9jZn7uPrmWZtT2OAoRUHxOlMXIK9MIsRBjrOduwbZQoKGG1BioF1JXGKC/qQLqzsAImc0TkH/bo8SbuP9Ss1kq9DknvKwWHogLS4WiElZXTNPAMFgWNTKSaJQZAQmBMtUNR8sVnxpcGO0X2hHNuiop930dCb/rJJ5/gAR2M58+fx8KC3twqlYqR9N7d3cUnn2hFx5dffhkvvviief87d+7g8WON084GDjdu3MDp07qT5XLZ1P+EYYjtbb1QFhYWPvfQf5o6niSNTO0IYww21zeq559/DS++oFVFl5ZW4FPEzW0bMMWhucFupVIzNFsGkefGhRZqSjFnnIEV1PN8+vtGo4a9nv79d7//EIOeXujn1hWWO5rCP5r0TQGn9RSmbtVGHbKYJMjRJGXMOJ5mKCwO7O7og3praxtHR0f01acqxEopE7RxC3A9B7nB0bmJwGOZICIZ9mq9gkZLj91R99DgvbnIzeZlcQmPuKHNmoNqWW9+4Xg+I1DOp/L6JdtC3S8K9Wy0KPBpN0uwKXNVrpVQIppkreajPyE11pPnMRyTAWuQ4PLz59CgwsX3fnILn90iPZAkwld/8x/p10UJep9t6u/eXoYqaK2TCF5xm1QZuqTh4lTqqNT14g+eQtGUMQZOWb06r2F4oOfEeNTHyooOfLI0Q0xBZrteQUwgfZZJ2PSc4lGIBhleei7HOIwg6BBqtBdwjqivvl1GiWwkzqyeRYesG9753rsYUNC3tryIKtWGQGlqNADsHu6jv0+FtHT5maeFcYSUboee46JBWh1RHIGFRV8i3N/UNPLllTWU6TlKxuBTgb9bdhAFenwG3S5G3SMEOWVpWQk2UXcVs9AgR+VOs4l6VR8KfrkOlxzUh6MxQgpaHcdGVuiOSWmKANT82w3yNDFyCLPmrhDTzdi3FCzo53hqpYpvvaIDnJfOLMDJdbAinTasaof+ook8CsDpNmzXFoAqzYlcGJNdXma4/UBnS77/7hU82NbvlcKBTWux6lmokXp9rhTywthSzbcW16SF/QWdnbH2D3D6N3Tw8cY/+T149B4ySfAaFc/f2zvA5lV9NuyP7+PjKzpTuB+m8IuieDvD+fUVPD7Ul9x4MDQZ27Jfg1fTQTkbh3hmUc/H3ZeehdjV8+ST3Xvo9nRfvVYVbpEhkiZcNRmsuZoSmBZ+DdH8g/8DAOAfHUJu68/krfNGLZ45Duqp3g+/Ohnh1I90LZ+KfwRX6bnFGEdYAsbQ//YyYELF67FIUIp137Pv/xnCuzqoSThA9dDYr9XAFvR8YE0fLv2cVHzERE/P57T8AIBmvWGICEpIoxbucBslkh9RjtS3AQCdVgsLFGylJQ8ZOZi3XQdl2heS3gHu3bqJf/2O7v9333kXz5/V2fKvvP4yctoP8zgBJwSh3+1O7XC4Y+4VIs1wREXbi1Xf1Av5lJT4vHZcs3PcjttxO27H7bgdt1/qNjeMBeCJWpkie+I4joGrrl+/bmClSqVi/K0KZWFAm4NKKVEq6Wjvww8/NH/TaDSwubkJQKsZF8KDp06dwne+oyvYGWPmfT3Pe2pq5M+2RqNp6mZEnuOtb+ibyG/+xm9joaNvR5blQFJcKKGmDAVr1mfIws8D7w2rjbEZ9V4Y8TMpBdqkdPnOxyFu3tDZrlPrVTw++AgA8ODRdZNifqruMoYFivTPnVnDaKAzbltbO/AJ2nEdH3t0A+x3u1M/EiFMxkrKwoRSi9O5nmOifGTTZ+DYLiy68a+sLqO9om96Gc/Abf17DxksMpd0c4GUlDF9F6gR40TOh2JBO2PRM2QCOdWJKCbA3EIwsmaM5qr1MgrrtdF4DLekx+aZZ55BFOqMxPbeEU5sbOCH72ixNW7XceKyZlqVSj7oso8oElAEJAdhhMWlAlaxtDkmACYEfEd/YKW5hKVVXQ/SSU7M10EAHoBKkZ2LBuhRNsqtV5ERNTmLQ5QLuQbLASesXDKOwjImGU5wyHSWafXkGl65/BKqlNG49Ox51P0NAMCwG6FGwnYnOxv4qz/9Ez1eRwOcX1/X4+BPCb6ZBFyPbld+Cb0DPY6PHjycu49hHOOQ4O711TXs7mmGRRiGWCQTSctu4dYNnZ1oLqyYDF213oBND5U7NgLak466XaRJauadFBJJWqiZ5zh5UvelU2+aazJ3fSTkKzYcB4jo9eNwgv3DI/r9yNCPn0b/1LKsJ2sOC8ahYCgTrmtlMVYoafP2V9bx2iV9Yy7HY+zf0pmP6jCERVAhby3AKS0iJ0SflWrgTGe5mMyQ0nq/+t7H+P1/9acAgJu3dxHRvBWWgEcMpbpno0ESEqnykdLXS9P56sv6J5fg9XUWYrJ2Al//rX8XAJANDqBor8kUg7ekn+e3nruEZy7pWsX//r/6Z+gGJEnit2Bb+ufL507j5WdPYXVfv+/7n9w0mWMmEmw/0GNSbi5A1MgfKs2RhXo//ZVn38T7Dz4GAByOx1go03nELDhOwaB9iofIpkKi3PWQn9HlB8HaGXiFGGsgjH8hVzYSysSPSiWoi/r1wnIQk7eV4DbsmgVG5qXZte8Zk1iZlZARM0t+81vAOtHrVQZJz6eysoLmut5P/KoHh4Q/dzZvQRATU6gvPe5N6w/72D/QmROlhEF4AjAsrWg/rFqtDtAZrVKBJCE4vFIzKs9BGCEY6meV7G7i/fc+wLs/fR8AcHZtDV9//pJ+L9uFqhYyIcI4BARphoTOhqrL0ajqOXTr0S5ub+rnXrt8EQ1a+2nyxdnyL+19EYhsbGzgnXfeAfAkHV0IYQ5gKaX5f5PJxARBn3zyiTH7zPMc+/v7xkJCCGEOSd/3ceqUxpqPjo5wiywaVldXzWc4jmOKm4FfPMgp2tlTz0HRJre4uIx/++/+FgCg016GoPSfFDkkK1RFcwxGpDkgLHh02PuWbbRpONcwj5rR5y4KlB3bgUdjmsSxqYHxPQ8+pVeX2zWUC80d5uM3flVT6RaqHXz0kZ4os/o8X9YkpHFn7x4d4OF9bYQYRRlqdT05VparcArXRiVMlVGa5/CcwpQQ5vtyxiCZMulNJZgJAn3PNXDb4soiKqQEer5zHr0jPUa93UdYX9JwiuN5ptAtT0LQOsXK0nzqwmwmBd0s+1hpUtoUDAVCX/EtxEWYyRQqBG9FhynqPs3ZeAeLVPxXbbbw4NEBnn9DB79nL79iUrNRKvA3f/J/AwDu3bqKs6d08HL7+hUsr+rDs9lawM6mxu9dxiEJX4ZIIVOiEj/F1K3IFGsECR0OR1AWFZE6PuJEHwIWU2gUit62B8H0WKe5xIkVDdesrG7go0/0xt877GOhtYy/9yt/X/+/5SVs3tWBEJcj+CRr/+77VzHY1QfmqRNLaJamhrcR6YKITE6fg1RotzS0EAfzJ49zITAck/LqY4HtHQ1Xn9pYN2teIUdI6yyIEtRIA6dSbxgTQJVliCglzp0yYGcQFLykSWpo+GsrS1hZ7tDY2UgifTj2hwPsEox79do1o/A+Gg7RJ12Wg8EYAcH64ikOStuyEFGwk+e5qd8TSsChPaZTcfC1l/U8uny+jio5mFsqg5fqOej3doFintsOlLBMESkfJqg4FNBFOd77wY8AAN/7s7/BzRs6gByGDDkF/44HrNL88FiOBVobcQ7Ese5bN+3N1T+eMQgKlt7+z/4FLl3UsCiTIRwKxIPhCCnJOHC3jFvX9HwMohTNRf09DkdAi+D29RMr+OEPfwqHLs21WhUjGnsrCfD4vT8CAJw49Qxk+zQAIBr3cY9grKbr4I1zuiTh6oOr2A8IYncdVAp3+aeo2QGYuQxmjKH3Fa2IPo6qaBfSK+9+DzbBdrZlIXB0X/7wKMIko/F569uIqE6rxBRqdQtHH74HADiKIlSphkVkOWzaH70LlxHQXu7lMfyCYJICw1t6vxnt78Kh+Xv3/qcY7u6Y7zFvu/fovrGFOL2xDpf2zv2DA2xtaePjpaUVtMlGotfrY58uOKvLCxiTpUtv/wCSFJCj3gFYqYJ/9Ot/FwDw0qWzGFKN40jYqNEaH456piJ+dk/waxwBXYZu3rmG7ZGGqs/lp1GnvTELv/iGfAxjHbfjdtyO23E7bsftl7rNndcqCo8BfSMpCmtnGUmz4oGzLKkgCEyWhzGGGzduYGdnx/z/ApYKwxDPPKNTmnt7eyZL1O128dOf/hSATv0WtzwhhGFmlUolk2r7WVXnn9fK5SbCiY48lxbXYVs+vfdUgVMpCSULSq6LkFKtkyiD75N4Hsbo9XSkWa2WcebsBjgvvIKUQbgYZ1MFWu5CFPiCklCFF0l8CN/TN7hTGwto1nT26Pzp8zg60DdvQQytedqFCyexT+yH3f0DLBBDJgwCNIhlU/JtOIYGmyOWJKYH7Y8F6MkiVVGwqAutLRKVYg5Mhgw2wEjRKwzG8O1lGt8OXEkiWFENrUWduREqQ4fr79E/FAip+L1em090TykFhyAbR1nY7+u55lU8k8ERIjfzw7IlwlCP3+pKHaee1WnZz+48gGPr1zuWg8H+ARyux1s+K9Hb1xTvd77/V7h7VRfZNdtNxKHuUxb1sH1fp6GXl1fNvA5GA1QSnd3ae3QPMc2fOAoA/Mdz9XGl6mCBaOWPkhwWqaim+TR7WCl58It0LnNgE3RWqlRhk3jdc89exgMqqN7a28H7P34fGyf0mnvz9VfgFBIP2RF6ge770c4W6vS+jZKFMgnTMSmRxUQ3zRQ8Kur1bQ9lSrsv1ecXThRKGobFteufokzSD53OglknDx48hKS1uLaxgQaps1ueZ5hDWR4jp3tcpXMCR0OByVDfOnv9ASqkNHvu9DOIyScuCMf48AOdYbh66zZ65PkTR6nx5snyDGFIlNgwmoGx5s/scMsy81BKCUFF5ExKWCRV8dJzF/HK8zqzU6uEBoq1qxWUOnrtMofDXdRjLKoePM+DTTXESXeIbVLpvvXpffz4XQ2D3948xNGwKHq1kBGrbX1xGa++pEUvx8ME7br+fp2lVQzJDPLW7f58HTzaw8Y//Q8BAK+99bZhWQpVAyMWYqlegk2ZGSkFHjzU60oyC9wiAVU5NtmW2589grBcjEYkdggLE8o41RpVNEr6dTVfIOH6uZWSEYjUieFkAJ/SxS+vX8C1Xc0ACiZ9c04xa/57/6yI6STMoYjUsNKdoEOZ712LYSwIxuYMlqP/ID5KcHhVZ9bT8xdg0fMv8RzlioUHP9RZuCSODUSbswQvEg29+W9+H5L8t1T/CJykLuLhGJJEYR0hUFnVMGGPhxCFHIw7fx+X2ivwqmRqnE+JSuVSBZnSY7y7v4c9ekaH1ao2IgawtNBGRud9HIwgaKzcZh0vLL8CG0QWSCPs0tkygUBI1PM4S5GTGGkuBfoDMpXOcoy7eq7sH3SREWT1cHsHJdrrCmPrz2tzBzuVSsUEEEKIqYHlzEL/2Z9nTT1ng480TZ9g+xSHwmg0MnCXbdsmQLp69Sru3NH4XKfTwcWLRL9sNLBHZoHVahWtln7AzWZz7mCnVm1gcYEoc4xjd1crqlq2bdKuGrrRDzuOGQZd/b2iRGJi68Etexlswtw93wHneEJRuQh2pJJGmVJJNWVzSYmYjDS7hztgUk/iz+5u48q7Wg9jODrEiDRChJizoAXAydVlbD/STKKVtVWcOa2hwmg0QJMsDTYf7BhIUEoJJQtlZA92YQCbJ7BICtSCBW0iWdTKTG0IlJLw6ECp12pGJXY0GKJRL9O4n0cQ6EW7tbNvzEIt5sAihko6//Q0TIMwj7FW18HwYByiRsGOcnw0qoU7eNnUmpw4u4rrn+q5xTKOpTMaknrv408wCkJYh7p26p0//zf47KZmjfT3ttGq6/StyjIMunouW7aFmPrx8PGWmdeOzYwVAJMZsoSUTrP5A9Yz7UU8JPZMoCzUqdZDyAyV4nNyZVgqibAgaQNYXl5FQsrXUTzGhQs6uNnd34bNMkQT/f0no0P49KyQj3FEKePeqIdFoqvXKz7cwuU9nmCSkxmftODQxm17liGrzOuWDWiGHiM2pAKwv6+DrZs372CZtJB2dw4NxPvMs8+CFSrcYmrwyFQGxyUoRoQYTDIMCq2o8RDLzaIu6QAfEhPoxu272NnWa3+cJIhyOkyrTXA6EH3XxYQ0lbI8/4XMijnnZl8UUsAtmKCWjfVVfSl4480X0G4RDGdnSOnzuVdF3tSf2Q8nBkJwWk04wkWyp6GDR+9fwY0PtP3DrTv7eLSn5013lGKY0POCgu/pzz67fhKLrYJq38d4rC9tzz3/DFp1/ZpgMJ+EQOnlV/GVf0/X6UiRm+djMRhognEOQm8QRSHGBFO4ro8BwRAMCi7VjOUyQ5xmyGkuMYvBp4N7qbNgKNJlxwbJRKFSdeDTPmLbHF3SuQpiDy+f1OfHnaNHOBhoVlj1aUp2GJ/CLMEI7nf/TwDAysN7UAd6v/h7sPD+83rMVGUDQaD7NZQ2mnd1UL3wP30KlyDVsgjBOMNRSPuEVQUjd9LFeIQ37+g6Ne/Kh0gpqg0Fg5dOmX1FsMHrNUwqus7r6tEh+rQuC9uFeZpjlzCJCjkQFz3as3zPR5UuxWVmG3i4F4xx57Guz3v13BkjDZCKHBW6UDsuR5wLJORQ3htF6Av9HIdhAMULq6gcI6LzW44HlzSnhpMIiSrKWXy40N+pf9TDFjGBy+yLobpjGOu4HbfjdtyO23E7br/Ube6rc71eNym/giUF/P9TuAX0NFvEPKugzDkHY+xzYbA4jo1nFjCFwrIsM1x7ALhyRRsyjkYj8/skSUxW6Dvf+Q5Wf47V+2z73ve+j9/5bX0T+cbXvzlj0idM+noymWBMae0kyY2YWLNVRS4IxrIsAwlxS2J3b8fc4DzPQ0SqZkmSIKXxs2YqVIXIsbunb5+3r99FGFPaPtqFTPTtQ/HA+EbZ9nwiX4A2UCtUcivVOqqks1JyXQjy00lzgeFIF+5lWQ6PImTPdQ1UUa+WsNAhMT6/iiSTeESZtXimxI9LiRZlVy5eeg6Nuv6ue3uPTTGn75WQUZFimrmIKNr3yyXDUEkwn2Ak5xyKbhhLCws4cUJnAZJ8B0sndAHqIHIhuM5aVESEjXXNtLt78zEePdAZjK9/89/C4x3Sh1l9Fq6/ils3tQnrnY/fh6Bx8GyGhPRgFAO4KAqfmSkC5NwyhdYl34VLtyHPYiaj8zS+UZ5Xw2Gis3p2u4niCiukRIMymh4q6JGX1zDlQJGl4REGPT2HtnYf4sx5zYB4/6P3YFk5xiOdQXm4eRcuQa/D3hGCwgCWAcWFSQiFMUEQE3CMiA6SC4YWqZcqJcBoa5n/LqkNdDNaT165jIMD3d/rd+/jwbaeZ4NxjCY9R8+vIaabrUgT7N7XBZqWA8T0rDav38Fg99Aoo3c6LTwk9s47f3kHDhEM4iBBSsXWtltGyS4MkIVhskmlENM8i6UyZqzz6wsXApi6+Z4Pj7IPlZKHb7/9DQDA2Qtn4DGdpZEZR0wZmNxtw1vWz1oOYlhSz+1oK8S9Tz7C5hUNj2x99gB7ezpbst0HDkfk4xRmSFihoZPh7AkN3549eRKKxr3TbmBCGbJ+d8sIHRa+d1/Wvvlf/AtUy3rtp1mKkldk6maUi5Uw1fl5msEmAkQmgSjNzGskDXychxBQ4IVGlxRYaOtsztqJRVRJA8p2JEg0GUv1Km4RtD0ROdpU7JuqDA8Dvd4vLp1F2dH72f3uo7n6Zxp9/zQZI/1IFxXXRnsIqPh5o3kCVqD3kg0RoUdzNnQE3qDsDx/08IjKEaw0QtnyYC9q4s6pVhmNRH/P1w73cGmo57+wLXhEu/MgUaZicMuxwUhHjDeb+Iwymz/ujTCiOes8hSDU6pnT2CefL1sIjIglFkntLwYAXGZYIlh14pdNgX2eBuD0INxKBTVi5k6CCUZhgoDKFPb7B5gQPGdZNtyCIsstMFe/V7XaBGfU34qLnDJMrmtDVQpWHcNwSGUy5S+GzecOdqrV6pR+FgQmyMmyzMAfruuaA95xHPPzrJt50WZhpuJ1s2yu2dcwxsxrsiwzENhoNDLvm6apgQ1ef/31uYMdzyuZNBkwrTkKw9AEdZPJBGPCrtMsNCJivqzA8/WD9P1lcyDkIoNUUyqeUsq8V5ZlJohSQpj+RlGIfl9PqDdeewGlokaiEYAz/beCjwwsIMX8EzeOAmPp0eos4DGJB/b2dxAFOgjLUk2zBYBMKHi0sbicw6aU8eULZ1Cr6p9b1RbCOMcuVdMzIc1mZAtlTBKTJMfOrt54B6MAPCiCnTJyol2WaguwfGIVOBw7O7v0t/PBPK5lIzXMfg+7+7of9UYHFlGOg8RC8+Rl/Rpsoj/U3+nOrR10Wjo4Ouge4t5DXdt04sxzeHD/Q3x2W0OIHAwlMjVkbCqyxTBlVTn21NjVtqZWIGAwTL1htwuXIL58Zq5/WTvMcySk9Gw5NrKivitJsDXSm+Kl8+eQTvTP4SAFozG1SwqlNtWJKAGXDpdTG2fQ6++j19Vzu1quIJrocYnCwAS/eRojiKjmQLZRIRkD7rrGVf6ofwi3RsFCYiEkEcMon3+eWpaNnGp2ciFNsDYKIhz0dbCWZilyCoJzZYGRqe6g10ebmGi3bl/Ho4f6QEnDFCoJ0SK6rutYuHVNP9Nmewn9HkGpW7tIaO3bZdv0Kxc5UoK0JBgKyWPb9YGogJLnD1qTIDL7WtktISeV8OfeeAVvvPUVPQ5lBdslJeksACf4QeYMGYkKRntdPLrxYwDA/vY2upvb2DvSfelNYhwGem7tTDiOYv15E4K9qgYAACAASURBVGEjp8tSq1LGN17Xyvery4uwixIFcJQITg/6h8gKCGROQbr1ixeRky6DkCS+CMDizED2eZaaM8PzSvBIhgTcQp4XJp25gdLzLIdQDDkd2tyaClj+yq9+A1USfL3x8Q28/+mf6e++3QcHGR4rFwmpNHuOjRIFtTcPt3F2idiTtfmYnwCgGDOq+8EkxL9KiB1Yq+OrNX34W3YFZ8ma4/TBTYQgiFVmqNK9/X2P4wdkU5E4HG2ZYCPUtaz/oC6xvKv/fmM8gV/Q2HMGTkEFg4LFCnasgks1fdlSHX+8r5loO1kE2ygTz4/VZUKg0dCXYpam6PX1vhKEIZqkLp5mGcYUrEgpoOhCZzsOLCrhqNVrCIjFOhgO0B0HGFHdWy6EYWBlUiKhINstVbCyRubGYYL+kExqaxWzd9YbbURGEkUauNS1vzikOYaxjttxO27H7bgdt+P2S93mzuz4vo9OhySok8TATfV6/Qm4p8jA5HlubjCe55msy2z2p2gFjDWbJfrZTNDn6elIKZ8wES38tpqkvTFPu3r1Oi5e0MV8tlVCjZhPSuXI8uL2nCIhGf48i438epgkWDtJ9vMQpuA2jidIkthY0+f50Gh1dLtdpJHOWCwtLhhm2dbWNm7epiI0r4kooNvVeARu6bGbRBOAtDFazaW5+2gxNWXT2S4ebel0dxIMDBtE5BYiutFx24FDUFI0mRiNlsvPnwfVqcJWNnb3eyikeVzOjB6PQoqYovdPr10HyArC8RzzjHIpUanoG4ILgUwWRd8T7JEVwoSKar+seZZtovajfh+SjAy/8dK3oYgNYrkKy6d1Zqe74+GvfvB/AdAFt3aRClY1LDX097v2zndx//4umnSDdBUzMvPgMB5fuZyqrEg5o53DmClQ5wrIKcsXiAlcStU/TWbnk/sPMXELGwwBm+ZgxnOMSA/q7v4uMsr4JXmCGj2s5eU2Gi1KEcspk+Tv/Npv4Oq1j/D4ob4FOraFjArfLRs47OvnwB0ORbdGe6GNhAToelEAQYX7TtXDmKTvHelDEKuR2fN711mWYwq8Ra4wpuc/mkQGrk6FQGNa6YoJGR4e7HbR8Chd79pGIyQJ9N9axLI7deYM3v2bdwEAt+9tYkBMj0hkJmsjoczNlMEyRfhS6awaoPc3+RTPr2gOuGE3lmwXFWKrfefbX0eT4Jh+r4eIsoKDnT0cUOHneH8PwR6xMbsBxsS+GY0ChFGKfkLs1Vhin5bOYZRhTJmMHBYUKXWeXTuLs6R1FkUBPJpbaSqM/0WcRgiKm/ucCTpbAYzwWxeOgezCKEZM5IpypWR8zIQAPMrMWF4JtkdCepMAOc1FbnFkqTT7IGMZlpd0Ae6VD67h/k3NPAtu7yCiTF+z0YCi+Z8oGzKnrAeXRkOsxBju7+ss8ssnzszXQcDAKgCQ5gwf0Pn1QAb4kaU/Z91NcCLU+8opS+CkEaKFyV41c4WXaW4NLQs2FJ6hZ6WO+tgh1uaBFMYAk0PCp7nZUQr1guEmGDxCXt45eIh3Bkf0/WyjySaeYr4ORgE8yiTXHA8LbZ39tu0hbMraj8ZjpJSZLJd8LJNGkueVoEgI0PE8DIc6KxQlEwz6XUSUoVs4sQpJ7zXs9dAd6vnhVRVai3SGxzkEZXwGwwF8Opc6CyuYUClHHIcGyqwWgpGf07402CkWdLlcxoULWiBKCIEXXngBAPD2229jn9ydb9++bfyzDg8PTcASRZGBcYrAqGhFDc/sv4vXzQY+herobBCklJqBgSKcJZ+N2lP48dy8/Rn+9C++DwDYOxhgdVUvolqjYmpzwjBEFBZGedoTCgDWT5/EzRv6oHi89QPjBXZ0eITRaGSCnfF4bJzDkyQx4n2//dv/GL/7u78DANg92MV7H2ra4VFvX+8CANbWFuCX9IPs9g8x7Onx6Xcz/LN//l/O1cdBr4u9ng62xonEYKSf0WKzgQrRhT/66Bq6BKPZroso0a8JohBfPavZW6fOr6PV1Auq1Wjjs7uP8KOfaJFDkeZAUkAQmVGWzjJhVJfzWEIWMGGcYjTR45VnqaHpDwZdZARfZfF8jDPXsmBRCjVKUoSkoNzvH2JwpD+jvXwSoz0NUd344H3cvKPTxX7JRbWtn3krH6FEkF0chSg7HGV61rblmvosAObwlUqZecoYg5CFj5icjkGemH5z24Ek2MNz5hf5inMOSVxal+dwQaJmUhlvt3GUwCKV1Ga7BF6ijSSJpsyWIMOpjVP0HV10WsvYocN0a2sLDdpkmo06WiTjOxgN0Tip1VkPuUCXgiChclRJfZozH0GkL0B5JIz7ekHznqe98spruHFDXzxGwwQRBT7a44sYgeBwfR0gNBoN7BOD6son7+HiOc1mCoZHuHHtBgDAt30cHfVgU53a1996G6fO6n0sCnNUyXg0TEIjShjnwrD7RJbCovUqhTK//0UCHUBfcMZ0UQzDEJeIGekPRrj2R9q48mBnD6USCUhub+Nom6jZYYCM9qFMcEzoohJkGSZpjmFEzJhI4JCo2aOMISu+KlOoUF3H8kIb3SMSkLQVZF6wa7mZT4lIEdOhNUnmu3j0D/dQa+tDz7YsM04iF3CLwJcxo1YdTsZTRfxKHfZA71OxlIbByBlDLhgKbdNJpPD4J1pwtl++g3JbP9tWs2EguDZz8Jjm/FKqsEeMrXOIjZmyzRjKdGm4vndvrv7pMVIo5mPGAU4wUS9T+AuSMnBDgSqt8yrPcZbOtZJlgR4bDlOJQ3qfBBZcJfFTR+8ro3GAcWHCajEDj3uOYw78OpOoFXuJUpCRPmN2JwJ9QeUdAGqF/dpTMCOjOEFEF3ynWoVLQcnaiTVzScuZRHEcM5Fhg9TIXddHSHt4rV7DaKifQ5KlyESGNXrd8toGjkbFuZTBJli4Oxii2tF7su26iEmENY5CSKrjbVWrsJp0+RxxMBoTy/vi2rJjGOu4HbfjdtyO23E7br/UbW4Ya7Z4uF6vG0hLKYXlZX2jarVaxg19PB4b/6vDw0OjhzMej5EkicnQ1Ot1w6KaZW05jmNuzJPJxGSMgiAwr7Ft2xRNp2mKNgmMzTK3vqy5JYatHS0yNRh10e7oG1Wl6pkbjhC5ERWUkhmWwPrGuvG2unLlE/QH5AkTxEjizKQNRZ6b/nY6HYwJ7vrX/8/v4x/+lpbqf/Orb+Cja68DAN774HvTrJYrIW39+sYCIIQe0yufbM7dx4PeAI8e69s4s0so1/R4L3UaqFKB9ag/REoMliwTJkW+uNzBi69qwbHFlUW02vqm7rt1BNF9KBRy6xnyTN/+JFPIRaEflIPq6SDBkKVTzYecXLylEnBInHDUH4AVwpRzypsrTAuiGRhKZT0nDo4OkIVUJL63jQNyyw4Gh1hp6H70xzk2t3RmMk4SNCt6fM+dO4vb2X2srmtNjjRNsLt53XxmwaRS0MXLun/KeHRxzoynmOKAhcJLjsGiAUmfwvVcKgVmBCgFBN36INUULuMWbGLueI6NuPDSUi4sginCtI+QYFSR5mDMQZVYhONxz2SjlGOhRp5mpaUGHMouJgA4+dOo1IJlaRjWRhm5Ta7hnRK4KODl+bWELl96wWgs+d4DxLn+ee+oi4zYb+EkRKejszGVkoufvPchAOAv/vSP8fX/+p8DAM6fXsWj+5sAAIfZ6LRaOEkZ20a9hq999asAgDRKcPeeho479TJGBBuoIDJ2AK5tA6RdlIsUShRsU/ELZXcazbphRiZJiv2HmgX04+8O4UVUED4O0VrQmbQsFwgPSNAvS5FSWmAoXAxoLQ1ziSAXCCP9fQaRwIjgkBTWFFoVCS5SVuv8mXV4BG/YLkOFYADX8Q37bPsoQEgZ3j5BDF/WfvI//y/49n/+nwIAJHdNmYHv2OAeEVZsF4MBuZA7DsqUqQPjyCibAAYoGijGLaRZbGAVwEa1QZ53sYBKqLD8ZAcLRzprJsIEZ1Jiafk+JLHQap6LLdLy8fM+mgQDSXf+LKuU2ZR5yiyYhImS4JSxypnCgODAI8mxWeBQKZvBuhWmfoocHApHebHve0YUMbelcVnPGEdI671vMTCCsGfZbooxuLT/wmaIEypofgrhRM/xIagEYBRNULgTVd0aSrQeDg45Anpebd/FKhU0e0wh5QWkzAzTb3NnBy73kZDm0Gf3NuG3yKndqWJjXe9Dkzs3jHaZXSrDpqyN9ByIonyAc5Rp38qVQEESGE++mP/5pcFOceimaWpqYWzbNuaevV7PQE+zwcfa2pp5j3a7jfPnzwPQAc0sE8t1XUMxl1IauEsp9QTTqgiiJpOJ+U6dTscEVFLKJ5hg87YLl5bRI4gnEznAicqeKWQEhzAGcFaIuCmMhvo7bj66gZKn06NScHNQWIyjXCrBLgpa2JSiv7y8aMTPbt26hR//WDMqnn32HGqkWOm6ApZVUHonyCidrxSHTxtGvTE/9fxoFEEo/frh0QCKaiuWnltDb1/jqZPBECAseTIKUJylr7/2Ok6dOQ0A6A2HoIwtgmGIH75zBRMSKcstZszfFLiprM9EBpdoahwKIiv8wywjqJYLBUabgRIWLNqAigBonlai9HyeplB0CPT3B9ON1M0xHhdpew6L0ryNmovt+xomiMIEf+c7mhGTT/o4ff403IrGqjev/BQogmjXNUJZ0WRiRCItyzKHtVLTuh6pAEELXiiA00bAfo4A1s82oWLwmOAUT5spUmemnlRKQNKulDk5SsRmspkNTkEp98q4f0/XOKwtnwazbAhaN+VSGcS4RqwyFP/gysJU6DuBTRCay2tQsb4ceM4SfFJWTsUEItMBerk6vzDkaBjg1IaGopv1ZZx7RgfZYRIhogBtPB5jsaPHnokEHVozb735KuoUhHmujdMbOlXebrTRaS8ipQPip+/+APfu6P5vPrxnDGijNERKEEjZ8+Gb+jNlatlS5CbgLC48T9vq9Rocqvvp9XoIQ33oP9raQaswxk1z5HToVZdWjARAFKVIKIgZZBZ6VAc2gkSQAxEFO1GikNBxLDjgEGOn3aziHLHSWrUSGAXDo2Bo6j3Kvg+FIqDLIVUB184XmLu1FjxSz2aMIaGyheFwpPdXADLPYdParlSXUKdzhYkMXOjX5wrg9tS3qtWqYhTqcWjaCq2aDqydrRGadBHOwgrUCd2/Un8Anw7VAXdQkbqvw0AYP0PJbSRcH9aV+e8dANS0VlT/k34tjQciU7lZ/5bksy+a+gtiBgK3AMdxjT+ia1uQdBbZkoFKe6CkgEVyADKXKOA0xjm4mMJLgv6ASUAZ8+an6GGaISlqpmyFlOaEGg7QrOrnVfZLSFI99guNOup0NvUOH2NzSycQ8jjCEXlmpUmI/jjAtVta4PbU889hgVSiH+4+xDrVhop0gkMqOltYWTNCp2W/hJiSCwoMHu3tDAoxBV1DWk+f145hrON23I7bcTtux+24/VK3+a9dgHEqn9W3sW3bRLmzmR0hhBHSazQaTxQol0olU3A8Ho9NRqZcLj+R5SkyQLMZHM65YfTUajWTSv7ZbNG8rVlroV6hiDKXyKkQb2lh0bBWbMsyHlCO42J7S2dDHt27gRpVf12+fBF372iYJEvGaDRaWF7RWYFer2vYaxYDTq6eoL6PcPumLrQ73N/B7pbOPLTr06yYUgqSiujyPAOv6Kj6xeefmbuPDA4qZT2uYThCOCHp9PEQ+/uH9PsIKT2TKIpQIvntaqWOmze0CNskPEJnQUMIj+4f4cMPr8L3KvQpFgrlNqYsA+kN+iPUCo8XkRn37zgLTXbQsW3EdHPX/jnkVzPnXaTsOihsXxRyMLr9Wq5A0KdbxcSZaqcoQNLtyHdtcLq1JGGEHn3vdoUhSxJ0e7rvSyc3YDvn9Oc1G4jHGlq4e+MK8iKDwzhkAR9kmckGWpzDIXaQ49gmLcvmpbhAFzyLwjndYsaag81oQ0kpIOjz3ZIHQN8M4yhAjSwWmq0Kwkg//ywLkGYT86yHkyFCKgb04RvIxlKApMyUVDkyynSUbAcOMSIsiyOJSRDUSlGt6TWYZPO5ZQNAq9WB5+txatQXcY6ydY5rISsYbCKHzAkujUM8/6x+JqdWG0gJBkrCAC6Nd7d7hMePHqM70t+j2+9jPNZ/75eraDd1hqBcqRhGElMWPJ+8dpTC/qGeQ9t7Bxj0p3DOL2IXEQQjA3UqCKTEHuqlOSRlDstKISdIrexP0KO52kslKMmLMMkxInGpsRQYZzlo+ULCKkibYErCJQHK119+HuvG5T1DSM+LM4H9fV28v7OzjU5H71txECAly55Cw+jLWhSNIGk9OZZr9m3LsiEoszMZBwY2s20H66f0XtZqNrBZePLlKVrEhOSOjVRIuASNnl+p48FDvf64b8Gnz2schoipsLt2+lnwbU1CKAehpkQCCMsVnKf99G6qEBRL0HqKZ6lmKI1KwmRtZu2SZvYuwYTJzHDODZvJtiy4RFJgjGkEgRcwvzDZWAFlYFVuWZjmFGf2D6VMhtdShlAHMAVwQ+WauzFMkRW37AL0qeMgRBrr9VApleFQ1qU/GuPGfU102HtwH3/zY022KVkcl86dpdfE+PjmXZQIulqxLAhCT5w4Rn+38MtUpuzFLdexuqrjDtf3YFGm0BLC+P1Z/pS4JH6OcOLcwc6ssF+1WjUL3fM8UyMzaxA6Go0M86per5vXc84RhqEx8ASmwclkMjGBzMLCgmFV+b5vFs2sz9ZsoPU05p+zLQtdKFKB7fdHpt6jt5+ZA9hxHDhuoSgscLijN4lhN4FFi1OmOfpkax+MxrCYhQoxUo7295FSzcH9JMbGumZgLLTauPqR9klptKrwaYMtWyen/QJQ4JHKiaCEfgbnzszPOGs3OgZGWVqqQhHNexIlGAWFZ1Jq0syO7xo1yw8++BgXLp4GoKnnhdBXGCbwvRIEQV+MM+NvZduWSc9maW78mpDnJnBTShrjxiTJsLWtN1vfq6NOzJl5ayJymRjFXIZpzZbrTL+HkNJ4fFkzYZSUCi5RZfMkxJ1buoZiZaGOTDp4/uXnAQCDoz52Hulgdm/7PmKi5OYzRpwWZ3BJvKzkzgbgzJikZrlAEbOk+fxQiBTSpL8hGewZH7JifPWGSeyOJEGRmedKGIHGcRCg2tabR7VWgnXIkFMdyCTJUFvW84pbysCSYLbpS55Jwz7x3ArqnoaUVCohCSooNxzjrzSk/87T6rWqgVC45xghxjjPzUHJwBGRSq0lMjSaOogLRIqtB3qzXD65bswH7z/cxN7uHhotPacscJw9dVp/XrNjfK/qtRqKw4PDmkINtgWbWD17R33kBXzxC7KxRuNpmj3PU0Rh4TXnghOMFYnUwMC+FWGQ6u+1H0nENN2SJMOY2CuJAlKpBQFpkMAIdrKQG4HVyxfO4SR5YAEpuF2s14phR6WJMAJti40mGrQH52q+/lYiSfAKoKwpZGPZHDaxsVzbmxojI8HZM/ry93u/9x/gB5c0dPkv//f/DeOhfs7KtoBYYoNqT8K7CRTV73Bu4Q5996/IHOuHxOZaEhif1v2u3ttFGpOZJOd4qIq6MAuRIDkVNX9tGVTyRGDzBS+aIle6o/T59rSWD1PjWxPMEOTIMN0/pJJGoHTWbJsx9sTPn9fYTIkQe4rzsVQtQ1FNpWU7po7SslPkdKGKkgyp1M8hEBbev6eZkVvbPVwf6Pm3XCuj1NeB+5Vbd7C2sow3v/kr+kPKdVh0IVzsLOLeA2LElSsQjM7hcYjCla3se6gWZt/JVKaGWzZKBA3LnxPsHMNYx+24HbfjdtyO23H7pW5fmtmZFe0rICallPm5VquZ4mEppfm953kzRbnL5jWAvnkXDC7bnt4asyx7whuriNwcx5mmqWZkyznn5t+zIoZPA2MttFrGeqFeqU8L5aFgk/CVUkBRoZnGCoukI/HW15umUDEYDXFqTd+Y43YGKRVyggQqZR9OSjfjPMWY5K9L7jKGhRtzODR+VwzuNCugpgwf21bm+3FrfgTScywMQp11CgcjUzidRw76Ax11h3GKjG5hlVoFK2Qvceb0BlZWNJMliTOk5Ou0unoC9V9dwOGBhvT297fRG9AtAw7Onj0NAFhbW4GgokOpciOPr7WKSCsmT8Eoz+u6loEyxJwS9YrPZpU5HBL2YlBGU8OxXJPinDEtBuPCzK2Sa2NE9hfjoyM02i0Myfk7TyJIglJkmsK1C7n72lSyXU0ZD2mWopjyuZLTQv9MQhVaPJi/QFkqCYYCrprqvRS3xKIV46iU/P/Ye7NYS6/rTOzbe//Tme9869Y8scgiKUoUJVGyZrvlbtttqx/cmd6MPDSQp8SvAZIgCZCHAP2Q50YM+DEIYsdJYLsti7IsqWWSoiiORRaLNd+647ln/qc95GGtf59zaRbrFFsJ0MRZAIlT9557zr/ntde31vcBTH62uryF1SW6wdaCAP1tmgtrq5sYpg67BzQHw1oNuZgmkVbJltphSqgI+EhSoBIPF0FqVDQqWbqP3og10+x47jYeHOz7CFQQhB76jhOFdoegNilCHzoPA4URy1scHR6i4GhInDRxwOtqr3uIMxcv4POfI2mEMis81f/B4QCrG7SWw1D5PSoIAow5emSsw94BRafuPriPUVbpmn26yE6Wpgg91K9hSu7XMMGYYSVh4CtoAj2C5vk8TB3GukpCnlZmUdWA9NCFlAKK58Fyp4Hf+s43AABPX70CN6C9Z5IVSBgmDAKF1RVa71FUwxFDdcPeEGNORTgazFeN9UrWxleqilprYTjyrZSAlMy5JOues2o8GqLPJKL3378Fx+NWD5vIqy2wzLFqFWTCcJVWXqDj0Dl/87+X1D0sdfbmfZRcgdc9tQbs0i9OT/qwdfoL3V7B6Ij6fIRHRWpmzBWPfs9H/4Q/XmuNabGw82v6kX//2N/472f1VgeqZCJgBRiO6IfSIZD0c2NCtFjLq56EONjjNX84QMxQ6NpqEwf7FC0/tdbG73/1qwBD6h/mBRRXA/e0w4f7NDc3zy3h6vMvAACCKETpKkLRElGFEgQSovJHSkqFAIDo4dJY88NYBwcHePddKtMMwxBNJmkqy/KYhlW1CeiZcuvZ6q3qfbOQk4c8ytKXj9fr9WlOx0wZurUWH0dCGEXRseeY19Y2VyBEBQNICFflWahjB0lV3gsxxWiFnH6XNlNyKecknHVwvNCN1cdylgxvWNZNSZmsLT3OK6C8o6iNgdEVkZmAYxgIev4FN+jvod+jDaUsNIKAZkShNIZjei4ZhGi2qL9Pn93CKc43Wl1ZQhhVB3XmHaUwCdFud9Bu02RdWokxGtPYOSuxzLBBlAgPb0SxgAymYzptY4F6nUtDW4kXbcS8zoCDj9UKaZEkFRGgQ1AJcAbTOecgGGsHAimmzodT/hsFDEbdfbz3Oi3Aer2OeoNC+pFsoTS0SVpIVAHSsjAouNS9NNZXMAko74QoYRHEVRh9/qpBgZnnd/YYfFttpEKKGRjfQXK57eryeVw4S9WQtVCjHxHmfurkeUT1VbxflWlPGih5I3dF6cfB6tJX8AlpqMQHxHJcEWSq0CJnjGXQPYA2dEiax9CN2t3d9XvG8vISGsyAm+Uj7O0RPUCaljDMFJzEIRKGIA0UBDPsttsdT6L47OeewwsvfAkRb9BH3R5GFa3C2pqHeCbZBEvMZp5mmS913zvYxxGzLBda+7y2T+vsjEcayyvUriQRCJcYdkxzCL5cpSOJHkPosjCIatTf3aFGXpEaBoCd2UOlEAh4O5cA6gk5Mr/97a/gq89SzsRyQyE17OCEbWh2bIfjvq9Kq9Ua/gAuihEOdukAq+b+o6ybjjxDtFTKz83RcITeA8p/u3fjAzy4RqKtt9+7gwdVfsZoiJzn09VoFek5OkiD4QDjyRB1JuwzUYnVnFMkrEPWoLHtxQkmDH+cGI3Quc9s0xfOQPFnpbfuo1bS2s26Akugdm8G9bnaR/bpxv7TmgMer5Tq12BmRqRYWOmdrbQUqHO+1dqJkzjNYrJPXjyFBgsBbx/18MrPfgwACPcfYPtV+tuN5avoOoldpjFwnVXPuo92C+c/RykDUVRDxGd/s1n3JL5Fnnlm/jgMEbOzEwQRVCW6/QlBgAWMtbCFLWxhC1vYwj7T9omRHefcMd2qKkG50+kc07qqYKNZuKlWqx27/XwUkqh+F0XRsajP7PdVnzXLuTMLV1W/++hnziZTP8qOxl0YM32WgLlPlBD+O1UQeM/aSeudbK21h5gQBMeSyIQQHt4QCnARwymhQ1hBDZhGiSgBVfg2VYl9wlhUZRZG58izx0ikY7t370MknCxdSzowJd+GjUGrQ9VVV5951nvH7aU6msxolSQKYVz1vfGQFFyBTKfIOZTeaidYWaOw8Xic+4RoCIcayxZEcYw44QRYIT1t/uHhIQRXSzTbU/hTl/ORXyhhoTi8qaT05IZCCx/edE6gygc21vjx1KVDwP0eBcpHrqKEyNgqmnZrMgz7THhmImi+J2RFcWyeV3MmjkNUY6sCIGLoJRKJ51kJwse4azgg4ModKw2q8g5KUqySGqWv+hDWwLHS8nA0xI0bpAIeo8CTzLXSaoUY5QJBvaqGbGOLJSKkHGNvQAmHE1cgy4b+QZRjmDHQiLm/aokFDEX5LASWOpQI227Or+EWhpFP/L19+57Xpzrq7aHbpVv6iROnsbxMn9lZ38AWw+E6T9HtUsRqd3cf585d4Da2YLRBf8JyLUUJxVGfteUVjMc0B0sz1brqdrseTsuzfArfW+urSD9NJRYAGCMxmdBnN1sxFHMTaWM8zDMaaOwMeZ3LEmvMC1NCQvONWwoFxynoQaAQhRHScZVQLnH5IrX/G199ASsNHt9YwnDUc29vHysbFIk19Ybfd8eTMfb3KYq2vrbsE2fLcr72nh8f4ODOLQDAm7c+xOEuJY3v/+zncMzpZdZOI7xB70GtgzYrX7jeNgAAIABJREFUhb9oE7zd4YTxfoYeVyumURNaJVAVjGV60DUahyuFxq9YsbwFAcmVa2VdoM0FMmt7PWyfojkfX7yAJa4aEsURUo5yH5n55DB+3Tb3LPr/GcdycF7WIowS1Jq0tlfPP4nNE5RQLqyA4jSBQbcPzVuEyoZ4Yo3GJNMZ3EWqtnO1GAMpAcWJ6iKEZEwvbjRwlveMSEa+uKkopgnRYViDqhTctUYQsg8ilSd2rYp8Ps7Ep120C1vYwha2sIUtbGH/IdgCxlrYwha2sIUtbGGfaVs4Owtb2MIWtrCFLewzbQtnZ2ELW9jCFrawhX2mbeHsLGxhC1vYwha2sM+0LZydhS1sYQtb2MIW9pm2hbOzsIUtbGELW9jCPtO2cHYWtrCFLWxhC1vYZ9oWzs7CFrawhS1sYQv7TNsn0gw/9/3/wTMOVqzAH30tMCV3FEJAikq+fmpyRmfeWsuqaKzzYwE7Q2zoJUCs84ymzjlYW+lD6eM/90zDzrN9AgLXXvqf5lITOX+h4Zo1ZuBsxlheJgbGwaCLBst2dOp1xAmxfFokUCFre4ghInmW3tNZxiQlllaUAbLRBGlGuiud1VVceuopAMD65gZqTWIt/vZ3/wDrm6TZ8uMf/AXeffUfAAD/9Pt/gIhZQZOwgUlBzL29oz6KCX1mv9vHb//B78zVxu72m65iiXbOQjLLrxQS1Ug9lFxSCGhmjZ2kqdciEtAABBQzDEsZQaBigAac1fwd2rOzOmsB1i8SQeJFTZ1znvnX2Slrt9ElTj35tUe28fLJi65iolVKwwpmb643EBh63ic2m3j+i+cAAD955Rrud5mp21k/n6x1MIaeOx1OYEQDGTN8PnuqjuefJX2pV699iCGz1Y5HKbKMXvd7oylTuJiP/dlaO9cY/md/9J+6SsMtjhPUWJ9GKODEaWIUPn/hHJ598nMAgFa9jbVlmrPpJMXqEuk+FVmKOw+ITXn3cA+ddhuKGYJff/NVvPnO6wCAwWiMdExzrSg1LGtchWGIg10S39zf6aHktpdl6dUOozjCygYxrk5GJV7+4U/mauObv7zm3njlGgAgkUCZkmBpVhYYM6OqciVCyWLB9hBhyYKdxsCxzk4oNVyl7SMEhBB+XItSA66a/6FnRMYMS/ssA/tHxYZFxeSuBCZDFsnc6+F//NO/nquN77z5sqs3eY/pD1Hpv2VZgdOnSGdod2/Ps8SfOn0ShtfS3Xt3/Tq9cuUpxMys/N57N3D//n2cPkMM5s888yymy9nBazk56zXhdJnjT/7kTwEAf/2XP8Kzz5B+1r/6V3+ISiHuYPsA77xDwkbj8Rj/+X/1rx/Zxv/+j//QjYasW7W2inqbGLmXVlZhmGE+ri9hcESac4ENUKsTc3RnYx1hm+bsJJfoHtG+p0UNcaODJuvwybgOwWzimY3QXGJdvXoIw+22TrBuHZBEAHiZZUagGdHPV1sCl4m0F7EABOYTVfyLmxP32ssvAwDS8Rg6pzm0vrKEdosY4jc2N7HzgDS/rn/wPpbXqF1JreYZ1K11aDODPUSA6+++iXPn6Dzpj1KcYRbwJArwo5d+CAC4fOk80jFpuxlt0e9RP3aWltGoU/8IKRHVuH+KHPUa6Viev3AJv/dEc642vvHvfuT6jr4nlBHakrUwoxBdZlNvJwEiFumMYFBjRuPcxH6/+PP/6y/wty/9hNrrEqhYotWm8b545jSef/oqtevcGaTMzj8JBZb5jKzJOkYT6l8tBKSlvWcyHsApmv9HY40e71XZIMd/+V/80ce28ROdnSAMvIChFBKCF6AUwr+e/VQh5YxY4cc4MJgqPXtpBAPvsACeBZ+cHf65sw6WBTqNkdPDyVkILxFh4Uz1ev6AlZSxV25WClABfUaro+BYqbw/BNZZHqPZaiLNuMPTAqmhyaZkiN6QnSAbohHWpjqWKkHGjs/y8gquXP08AGBlZRnKi5tb1HmyNhpNGO9MTjfhtfV11Gv0nma9OXcbhZg6JYA8JpQ621cf5/AIIVAd22EQ+O2gyAsopRCGNHHJya2cHevnB2ll8EspoSppbKkw62jJytmB9YKo1s43jofdAzQalcChq9jIEQYFypQOxuhUA1nB4p1Ko96ihTIYTo5JmVQ05WmWwmAqiJeELb+RFblBmtICHI0myDIWh5xRqP916/Y5Z5Bl9GxJUkfE8r6D8ZE/yPv9I7x77W0AQKfdQXedxFzjMIIVfHCUJapJd+HsE1jtrHo5kCSQONwhqYCdu++gZAHaVqeF/pio/ovSYDxhIcUsha3UuaX0bbdlif5BtRbmV3Y3xQjliCQqgkjBFeTsuCxDwnIby22BIKDvmRQNiJI+Px2nqOaTLnOvYO4dGD7wFRSsqcR7p8KeJBNSyb3AS8gYY6fOt7EIWWhQQSGUlaDrwynqP2o3b91Eq0Vjt739AM0GOaE3btzE17/+dQDAvfv3sfOAZBY2Nze8CPH2/W3/+vTJsxiBJCXeeOMt9Ad9JHzASSn9xYNVcumVc3697+93cevWTWqXLQEWzBVBiN37dEj//Kc/x3Kb2vjk5QtztS9SEklI89FNUuz17gEA8kmBU+fO0PeVOVqVs15ajHjfrLfqcN7hbACa2iekgE4FUKsEiUtYliwpXYKCd6hxHnrHyWiHjMc5aikv1yJhIRSfH4GcCgg/xooNhcMSP38kHKIl6qP+/j4G+yxrsrqEdo3mxfmTW/57Bv0jqBrvPYMhapVwpYpgsxTdHZr/CGJkE3IqSqOwuk6X3/29A5IQAtCs1bDUoPNg1DuCSck5maQpVjfJ8dUOXgQ3n2QA5js3rFXQhoW8oxCKZTWcigHQmqnXmwgMS+gUQy9SLYXyTthrv/gF7t+jOSBVHVE9QrdL6+z9t97Gz3/89wCAJ86fQ9yk70jWl/H0JXKCnrz0FGREbVQqgnI0jo2oCcFjmudDhG16PQgfvhYXMNbCFrawhS1sYQv7TNsnRnbCSEL42470twIhhI/gzEYJZuGt4+bw0aCB40iNldPfOeemUQAnfPTHWgtjKuFDhSryb62A9aKgFo5DZ48T2YEwMJa806TeQJqRR9ofpDA53R5qYQjRI5HBtBzAaHq/cYDOOaTuQkT1ymOfADb0UaxJXiLlm+bt23dw+UmK7Kgg8LdyJQVq9QqaCHFwQN8XiRATTTf6MIwRnOCwhXqc6JXAjFblx47RbFTnWFROiKnQpRBe9NXZElpPIUWpprfGsiwh+QaqQgWhZiJJkm/6wv/v2Hda5+Ds4+m1FUUKpWjs23ETEYeJndZIuJ+WWg0ccp8Ox0P0xyxgN5j4uSyl9JGdsiwBqVDjkHckDAqOrAwGKcbjCr5x0JVinsOcgfDHt7Nnz/tnE5AYj/jWl2UoWFhy0O0hH9DrbrKP4Yjm8traKnpjithAWGyuEVyyuraMRNX8jWx9aQ2rLYoG5X2N9S0S/AsTi/2DHX4SCcHNrUcxRQVAt6bq+awxcKiipfPPU6uH0COC2Ew9hrS0ZnSWo8mQ3NpSiKV1wh56Y4P3rn0AANh5sI/NlSX6TiHgeI8woD0l4IEJwxCOxX7zsvTCglLOboXS7zFwzu9VJO47Iw7Ma0HHtbnbePr0aUhZiWtqhCH97cmTJ70gcpIkaLWojUVeenHazY1N1Gr8XQ548623AJCopzEGR0d9/pvCR6tpbCsIW3tx1Rsf3MC9u/fp/UWOgCOu9+49wA//+m8AACuNFVy5QjfsOJ5vYuuiRKUBPJr0sbJKMFY+GqC7uw8AaHRWIDgiLHQOxdGNQfcITR6nAsbDQ2FNocw10gFHglUNk5ze12g2YCe0Fo+GFmqN5oCxApohbNmoQRdVBC/wArxSfroIbC0OcPXqFXo2KRHy+IRSQvFeopTwsJ2zT/j0DmstJO+B1jnkvGb29nbx3JXf8tHjcWG82LBQElfOEwSfZnoqOK2m5weE8NEpIaYRaSEVrKnO8PnEsQEgiltQBcO3RoK7D8ZJOMOCxEb5sYNSvh+UjZHwmmg1mogZJg+jCK1OB/U6w7hBiIKFrT/48A5UxKjPLYV3XqW5/b3v/jO8+I3v0OfGARI0uB9KgPtBlDlChgaWllYe2qZPbH11aAB0EFQHmBDSb2LHIZGPd4KstR/j7FS/c3AMV1jnfAMkMJNLAQ+nWSumB6O1/rUTBs47PvNPYalKfxhbB6/WPew7H+5eOtVEEPNGjhRZSq+1MYCj9x8d9VA3tEGdOXsBg8M+5QcAKE2JtTU6RMrCwGhWw1bK95eSQIM3uHGaIUk4pCcCjBi7nmQlxg1yrprNNitrz2dVKL4K61f2cdDVwxwfZ60f1yRJYIyB5pwWa0tEYQU1GnCkFUEcAq6CtDCFtzAdRyEEK8Afd3gd5nN6hHTH5uOE8VtIgyimTVWJwMNNw+4Qw5TeM5oUqNepr6Mo8geOMxbaADGHvJtxgJJX/HhcIJ3Qz4tSzziSbgaH/fXa3t4+2h1a6IESEJUD7ATGR+T42LyE03TgCQXsbFNIfPPkOrbOk7MQ1gRCQmFRCxMst08gDmjzieMaipTmyebqKbTqDLHcfQsmo3YVaYFiQH0XCQXEfOCXJc6cofwzKQQePKBwfiOpz99IM0Y5IfgmdzEsQ2A7Oyk2A1obt8sdnLxIeUmN1RW0Nwgaeff1t7F/4z36eUP6A6XKxKgOoUBGELztWSVIkh6ADJSfj1JIr75OuYLT/MTKCQocELBzX3sMGKter6PVpj5ZXl71n3f16rOIWbH5xNaWn/lSCL9mnXUIeE/e29vH++9dBwCMRmNYa3HUZWX3PEPM4wI4n6eDmbX17jsfoNuliWCMxd4Ojdef/R9/js1VygH7xre/C75/wZr5ctDiJECdIZ479w8x4RxDa3Ns37oFADh1XiJZou8QMkJSwVNZhmzIzxQ4CN43QmlQTiY4HNDet7KxieEh7YmBNIjYecyGOYqE+qc0EgHvoc5EyDS9px5MHZJ6AIQeSv/4S+DH2VEB8L0HcNbnMWaDAe7coDEJhEXAOWTnLl6CE+wglCUGXbp4aFuiyWripzaWsbHchOAcGGdLCIaqSy3QPaJ+efPadaSGnr/ZWsN9hhy3Tp5Aq0OOUhgFiHk/nKQTTNjZ6ZfA7146MVcbR5MUBe/JSRghjHhfFBGCgPdUGcHZ6gKmvDq5NQbbd2kdH+wfwPKZWq/F0EWGkh2T5eVV9HnOjoYjSIbNN5fWEfBlqd3qeOdOQcLwmSxF5P0R6YT3VbR8+DxdwFgLW9jCFrawhS3sM22PgLHCKRwhlU+Ok0L4m9PDIjtkU68ZH7ml+8iOmUlEnoEwxEyCsrUWsoq+GDkTFZqJ7EjjE5QfVlj0ceacQ1HQ7WM4MBDs/xU5UHLUpjvsgS8GCGFQZFzJUxQIwyoSJZFwItXaygaUAfoDghFK5MhzuolsbZ3DWc6yFwBKTsJz1vjKEG2BDlfP2OEES5xN74SEqyATPYNLPYZRkmIVoRP+tXPuoVGe2Z/7CJGkKFH199YIH+XRWiPi26421le2CCkhGAaYnQ7OfqQtUwRhLgtDiQbfkKwBxgzrJK0aBiN6vb/bxfoJek/eLyGr24maJrwrpXxkx+gSwlhornxo12soOMk8TTW0lr7d/oGFxUfn+a/Lht0hBHdIo1GHYIi3SAvsDOmm2GzUEfD6G2cTyGhaUbSyQeH9bn+A3XuUbHwr3MZycw1rSyfpdwd93L5Nn/X8F76IE6fo5wf/zy627zMMBumvSNpqLK3S5+qyxNoGQRajwQiG125e5nO30doMJufqqkAj13QzLk2JBicvXv/gLn72yt8CANY2L+KJq18GAJze3EC6Q7fJKAYc6MZJ8IFFzPtHFISoKgeEUAiriLGoojg053VevYafiHTD5CrDmSTmx4FC3njjDZ+gPJmk2N+jJOzO0gpWVqgC5Rvf+CYShqvcbARUSpQMe7x3/TqGQ4p06NLAWIPRiOZqkWeAo7nujPZRccCh16P+fffdD1BkU+j42ttUBfe9730Vv/fP/wAAkKYldvsUKYSIcHmO9hUTB865xqmtVQwHHBFXEoGi8Rz391FNonjpNIKY+jof91AwJKVDBSvr3L4CpsxRphzBSccoszH/TYAlrm7LBj30eXsxLkCdI2gjOBQcJaqFSz5SACHAQXZE0zzuR9rOboZskvp/B4r2bVE43L1L/VsLgF6fIqt/97NrEE3qlPOnTiEd0Jjf37mDChPeWG6gpgQMR4/jWgunzlGFXFHkuM3J5Pd2DnCBC1ze/tXL6O3Runw3ThBw4vPJc+dw6jz9rQki9HPq09sHQwDzRXbCOILNeT7pAsMRh4Pjpu8moy0irgaRIvavtY0w7FM/jIdDaD5fx8MBsiL36Rpnzpz158FkkqPBEcGlRhuXLzwBAHju2efgOKokg7DKo0c6GSNi96UsHcYTelYZZw9t0yc6O3EUfbyzM1N1JaUAeOOVmFZsOeGm+QvG+vJyJwScEICtwnXWZ9ZbK3z4GM5AVa+1RsgfVs5ioW4mn0QCzlS46PwHTlkIXz4rEU0PkTKHiKl70mIC5WjzSftDBIo+v9VqojrcSqMhuRzy7q070PkEwzGF6LQo8atfUUnvqZMXfUVHqUtYdqhWVpYQc9b8+voGSj4k9vb3PJx24tQZqIidiApEncOcw4xzOvvzqSNjjONS9CrnaeqAVFW8ZWnAkXYUhYUKAo8Dqxn4ptAaIcNH1gqfbxVKedzJqeYEjjs2Dy2Df4hp4zDmzUdC+U21KA0GI+rH3cMBnnmSDu8Xn/sc7jD+f337nocGiqJAVsFbwzE2N9awsUKh4XoY4N0PaMNJ8xwSSfW0j/Wsn9aKLMdoUDmpym+KRVlgOKCNxWmDGsMXaZqCU9Fw68M72K1C5yiQxLSpdJI2WlEbwlLoffvuri/vvfjERTz9DMFFS2tL+Nf/y/8MALh97yaSBtMHCGDEhw6cwLXr9Dl5WsDyRMvy+Z0dZy2sL5NWvny8FmcoS3JkXvz6l/H+DXr+2zd2sbVEDlbW38cR98PlyxcQF477IYOxE7iALxLS+DUglITi3dNZC8lr3xgDlOwAWwnnppCWzwWywkO19jHmQKezjA8YbhuNxpC8Bff7IwR8WAgpvSPlxHRtSAjcun0HAHDjww9RMkxeFCWcc37u7mzvYvsuVcBkeepzKcqyxB2GF3YeHMBxCf5R9wiff4ZcmX/5h/8Ralzp+fqbr2BScgWji/G1rz+6fUEsMRnTOEgVoMEVYoUGwHBTksQAaL3GsYNgpzyKAt8GJwv0e1zBuiahixxOV2XzJRyXKVudQRc0B10+xNEOvVZRAzqnNapTjeYKzRNTWp9TNCiAI85FWpcOck5v587BhBxKNu9KWmAYc8WmdDDLNE9lnEMpOj+0bEI2aY0unW6iZNhqZAqUUvhLYilquDPgvCbn4BrkpGxeOAkk1JbGhkLcoteFU8gZ9h2JZdw6oka6wCIvqyBABW0+2mRgEfB6qMUxYluVuIbIue1lqWF5vERZwnIaQz4Z48b1G/RcWY56jc8CU2IyGqLgPaGeNHxqQVpYKHbKRv0hRuws9Q57SJaZKiIIkeU0b4aTDMt8xsTJks+7LYupE/qP2jR36xe2sIUtbGELW9jC/gO0T4zs1JK693WllB5KkvJ4InKVSBa4EB6lkBYVouV06cPaRkhoQSSAAHGvVXwqViofAbJCwLInL6Sacug44z/LGuujPEIL2Cok/RiXbaUSjDKuqBoZcEEXCu1Q58Q5qwv0q4TUcYl2i7zcqJag1OSZ9vpjiG26TYWBQi0OUU/Ikz61dQbnnyBSwTNnz+HWh3QDXtvchAjoOzY2TsCs8M0nAm5dex8A8Porv8DGSaqeaSy1sHufPF5hAnxzc46rFiro6vi/geMwVp7lHsJToUAYTXmUymIKD4ZcgTIZW5jCot7gxDVXziSOw3vs7XaCyZi87rAdTSGqmdswJSVPOXdmfjFX+yalgx7TTa/TbCHiyNl40oNmuOrBKEcroi//0jPn8c5f/hIAUKbWj2GeZTDMn2OtRVwa/Mvf+SYAYNg7xJ/95Ff0OyUgTBWxML4tSihfkVZVKf26TFuDlG815VGBLJ3wd0r4XFwJrG9SBdWSNbh55zYAYHf3AOGYnmt9cxURR2bOn30C48Mc771N8/FgfxfPPPc0AOBHP3oJ196nSqff/K3v4MRJulne2v7Q7xrtTgt796jCLR+XKBjGFFL6aK8z8y9GSjrkZFxh/WfAFhgPCBI4ffICvvbtfwEAeOP1D3DEidArSzVcfoJC941GE2sJwWv7+/sYDEvkjm6joZQ+GV4ISlgGpsnG/IWe+E1AHp+TFexrna+wmSZDP9q+9vVvodHiqjEV4sQG9aspSp9gGsd1v5fBWf89RVbgvXcIbup3B8izKVSX1BsIFM31V15+w8NdWpceXs7zHEdM5hcG8TTx2QE9joxmRqPBsHP3cIDb21Qdl2fzzef2SgP5hOZXOhwijKiv41qCHkdZB8MUa22qmslH+6jVqdIobnYw7NMeWmsKSIZ4ugdHaDXqfs7HRYGy5MRYKVCWNLbNeoCC96pJNoaq9jbRx9IGfd9kkkPFFRdciLhF/bxSF5h3GLcHYx+dcDNklBACqkmJ9EYYH/VeWQl9HDgQEpKrjpqNGBmfndoqRMJ4Dh2LAENMkZSgw9FUXWLI2JvorEEwKWLogLAqBIGA5agfisLXTHhOnzlMRSEsf48MJGTFlxUKhLwu640EIVe8mVQgZGRjNBgh5Oq+MAhw7vyTAIC41sDf/vCHePJp2mNazSW8y0n2SgkEFeKRlbh7h+bB/sEBLm5RRF4lCQSfS3mRIkwoCh0lQF5W6SdTzrSP2iOcneiYs1PtB0LgWPVL5exIpzAddwnJcE8Z2WnIVwAKDkrT4IWhgHQFP4xGVdpSGIExe0sTG8DwQRzqHCFDYMZaX7HhpIH2B+n85oSA4NK4cV5UfEkQIoTgkHWzXkNaYTlJ4mGPXn+INKdnL0qBSUGL7vLp83jxy1/G5xkGKLIcHFVHIAUe3L0FABgcHSBqUKhzc+ME6q0mt6vEPpNTPbh/Fzscun79568iY/yy01rDN39rPmfnozbLhD1b2RbyJlcWOSq23iAIkXMbrdU+pypJElhjUfDvglBMD3rjkHBVhDHGl8saY3wZ7SeZ/TjH5xPMQXqnNy9KWN4kTaEhE+F/vsulr/VmG/c5zJ+LGMWkYuc2CBgyDJQEdIb1ZcLar79/A0dDxuajGpyuFtUU7jtePSbw64S4tDFo8/xIahGCkDecuI52kw7PL33xy/jWt78LgCDSt955BwDwk5/9BIdDavt6ewXrXMY9Ohrj/bdvYGebKjoatRCbfCjc3dnHjQ8oFP3Cl17w0KCDwHBAUEGapsgmNP7OTKuGojhEjUPXJq3KVh5tUoZQDOU46wCuYCk10O9RnkN37w7aKzQOT109hR/deY2eJTPY4lL5PHMebpJCAVBodxjuKicYDZm9N5So8Q4XIvLzLcB0r0OgPpaxHc5B8ZvkDLXCo6zRWMJzzz3P7VWImQRNQsCJCtadOv9wjtsA3Ll9B7duEJSqi5LmKIBarYkgiKB5Tu482PO5dWVZeIJFY4ynBwjDEJ0OnZTWGljuh4PuEdaWqVIqS0scHjAUr+dzdmxpENdprsTJMgpOEdBZ7g8b6yyyIcNNQYhag/JBwjj0DNV5UaBep7/48GYPcjNEs0H7SJFOkDFUBtPBZEDPlqjYV6gORiNI3lulsD5tohgNYTy7sMWQD42BiLA6J09r3u8iRlWF5LzzOuiNUeMLVRIqn6uirYVmFKgoLZSsKsYsJgVfEOIW0myMhAk+J1mKhFMWAiHgOIUkLYpp2X42RMgEm6YskLCDEVvhgwMIY18tqh6DiHaAGmxA75dxE87SmIow8OuhVCNYxZc+V6La2mUiEcQV+aZDyvDyytIq1jtN/JNvfAUAMc4/uM0X/5VlJgYFmrUEmvfVu909bDH8WYskFAdGCpkjZ8qM/sRA8pkcqYdDdQsYa2ELW9jCFrawhX2m7ZMjO7GaCdXKaVa/pIRlgCM7FfzhlOe6U8L65L/CBlPoyRlYaB8N0ukILqPqEKt7CDR5ijWrUO9sAgAGSQtjsGepA4B5BohskD9XamjPlzP/jTpQytO9Z9qgrEj+lPOJzmWhoauwoBNQfONsNGq48iTxfFy9+hy++EW6sbVbdRitqTgHQHspQcQRmUatDsOJVeN0guU2ha5rjRo0R4/u3bqPxjLdFs6fPofetVsAgCuffxbnv/RFAICR83PsCCGORUlmK+iqn2utkTAnShhJWE6cM9piyLewssywdZL5MQSgAuVhP621D+cb41BjWYtZeIs0zioSwuPwgMP0PW7mJj2vVZ87SSfE/wKCWxvcTU+cO+1px+uNFup8g+oNUxgxhezAtwUlHK5evYgd5oF45VfvA8z9ABPCN/zYMzhPwvnr5tsRSqDGkKGxpY9kBVGCLzxPFUnf/NZvYpNDvlEc4tJlqmj4wvPP49Vfku5a3uthxJGZ7e09HB3uI2P5h621U2i3qI/OJw1M0oqkU+HJKwTD/ujvXoJmeLmYFJCeVMwi5PX3pS88ixNnKHp0myMRc7VRCkjBESSjkPN12IVNFLaCYgQGPdakOtpFxDT26+sbWFsmuHf73gH2dmncdncPMEkHGKU03kvLTShB/ZhNxkhqfBMUxkdTpBA+XmfdcY2+KonfuWlCq3ysoXZTLicIv8cIKY5VA/noq1A+qnLtnXcwGFAUJI4iHwWRQqDMM2jeC8ui8DDLLPEnMK04U0p6fikHhxZzOPWOBhjxeg9UiE6H9qHxeDBX68bDFJ015q2qBz5xFNZimeHTyaSAYGJWIeqA5ihPbQOKuXHydIwgpshCLQZu3t3FlXO090RRCHDkatTrIa7IHSPpw8noAAAgAElEQVQDzcm4eVF6qKvRakBwwYdLLcoBPYcSCkOWBOqGJVYZgnqUTbIRIpFysywER5CKcgLDEUUtIl9k4pwFHBe7THKEVQUTFDRDRYHSKPRMioYDhlzNW4timIp4MddQfBYizZBwNXAuHQRHiWrlNG3BOYdBURXxzM8HdXh4AETcxyqtjlzEqg4ZMJ9PTSFgyRKDFJJh1KhZwHB0PYpC3L75IQBg3BthNanhrZd/DgDoDydY4v0mtQbLHEV3MIh4HhSmRAUXhUkNISMOtVadzh8AURSjzWMgwocTfD7C2Qm8s6MCNdXJkpjRxpqW3ipIBFX+ggMYXoO1yoeVnTMQALSgTnrQvYub71MoerB/GyxxgbV2B8EakZSFW5ewtEIbmVEN/1nk7ExZHkv9j3W5HmUCgOZJokvjKxeMMbC6aoDEyROErZ86cQaff/YZAMCVq1dw8TJVMSS1DiZjOjS6h7uIo9hjkK1WEyEPmC1KjMdVyWjptb2gc+xzGeEvX/slXnj+BQBAnqZ462Xqn9X1LfwGE7fVVh/OFPkom3U+qtdZliFmhyyphd6ZdVZ5vJ5C4FOWTjFDeGas9GSLR0c9rDExWVKLffa+lFOytqqyb/pM02dzMyH8eUwp5X0LJYT/MyEC1CsBS5Oh3qHD/8zZLbzw7CUAQP+Va1SrDBoPjkLjO9/6Cn7jq8/hB/83scne2u1BSlrk0oWAKPzzSvGPYYxfd42WcAL377BuVAhf0ddIGmjWaZMOw5pnZBVK+cP49Kmz3om5/tZbuMu5PL1uD0EAxNxoFQo82KXvaHWWIdip+fD6dWysnuDPOo2DLkGsWZr7y0ajGfvKm53dHRz06D3lZP5qLAHtCUaNjqElbVxDnSFiUsHtXY3M0OG4traCk1uUD1AWI9y+SdDkzs4hci6rrtcaUIFDd59FevMUy6tU4q20QMk5WjKYEm5KKXzi36yzYMzUIRKOqCAAj7w/hlWOjPQ5jsJhmg/kHCzn2ThhcfNDOixu37qNgNdlrV73sNdknNKFTFdwrPVODeB8Re3ssyolfV5SEkeeAPXGjVs4u0U5NEnSRBxXhJvzgQCjUYpGmz4rqUeIOW+xNy7QXOL1I1KACfecc3C8hwchIFncdLx3FyGL+651anjl3fvoMQniU5fOoskOzuHuPtp8YQzifMryDwXN+44tC6Q9Gv9A1ZAeMjt9HCDW9H2t5vz7aZF0MHb0nU4DoyFTJMSrvpqwWzpAcAWWMxWKhjKoI68gd2Nh+dKq8wCQbRh2bINQQrCzJ4UAkxkjlw6a2aMD2fFwlXXC58EqrREy9OMygbyCfgYPz2f5qK23I3RTcraKQqBgxxFjBRVWxKsadZ4XytSgeExlAuR8WW60GqjtUxtbMsTSUoyI53asFJqcu/Xgxi2cPkNQc6sZI6vyjGo1CK4a1LlFybl3eZFDc7WzsjFMlbO58XCobgFjLWxhC1vYwha2sM+0fWJkpx5PuXUCFfikPSlnoZDprUEK6W/GoRVohHwLEQWEobCf0xMolF6l9Hx9A/WMQt4HcYkmk4d1NjaQK07YrdU8lXqJ2Cc7u5nITmEklI/szN8BZV54Mj/hBJY6FErb2DyBk1sUnbh44Sy+8BwROV25dAUrS3Qz1DNwwoPtbezv0W22lkRY7iwj4MTnequFmL3eWhDiYJ9gu7ffvYYJe/LLy2082KNE0XQ8wvVrxMVhpcQ3v//79DoI8errFOX5yvd+E49BxP+xdkz3CtOID5E48nsgvf4JhYbpeSvtncqUCjz/UL83xJgrsBrNJU8qaK3180lr/Y+kKz51O6SAqOAAzEJ2Am2+efT3dvCzV+nnG6tt/Mff/x4A4LA3xO1tSn5FFOH3vkfVV08+dQF/9Tc/wqtvUUVSJgRKDzng04nq/HsYJUTz869t4AQnEnc6G+i0CWpwbsohA+s8FKOL0nNQdVbWoHnMtbEY9ocYtukGZ5zGtfdo3l28eB6ak0s/vHETZy9RBPPqk1fwk1dYmVlYGI6KqlrsIYTrN26hkghJ1Pxwq4VFxqSZKkiwwhpest2BcwwJxC10lkh6pZm00N2htTQc7qPPcgIfXr+N82cpchcnMUQQYnONeVaMgXS0l9TiFfS5ygsoUJMVEV/gIWhpC1jeY2CMj+I56zzkIB4ztFOtgVmlbeLToc/ZvncPmiGQXq+Ll156CQDxF60uUzuUnFb19LpH6B0NUE1KbbTXRqJCx2mUaswkmVprv4drrTGcVLDMkxiP6fZ8eHiE0ZB+funS2bnatrTSQc6waBwBAUdN20sdjLmasNmsQ3iNPQXjiY80Yo5SprnGeELrslFr4eKJBq7dpH+P+u/gmScvcPss9rkir7nUQo2J9YQIIA1zow3GPkrZWYlQYyjkkm1gNaB15N4rMBdrIoChbCCt9KZCNY1KA35OlI7+A4DcGqQcYXYqwJiJfiZWQzPBpRYS1pqpdqCxCPh4Vkb4NWvFDORvBeCmFXXKRwwDCCa/FMZBVxWRjxHaaIUWvPzRXl2CKWgdT/IaSlMVg+SwnISdKOl1ro6O9nDnwT3/nee5mvhkYw1bKwkuPEVjd/dojB/8/BfUXwVQKZIUJsfte4RyXP7cl1BUnHKjDJqjumGoEDG61IiW0N8j/qgyfXiC8ifDWLVoCmMpNVONJY6VMleLRkkgqLL28xyVepjQ91APqCOWWzEUSiwvU65Lp3MFa3xq3727gxHnw5j1k5ARhQrTMkReyc3b6QFtrYXhkJiy6lM5O7osvThevVnDd779LQDAl7/8IpaYxXip3cQaw0ZxEGKfnZLD7j4KDh0fdocei13pdLC+vomYK1LiWoKc+2Lv4BAlz7qnv/A8AiaB+/FPf4ouZ63H9RbuPaBKmBdf+DJ+69vfBgDcuXkbb92in+elQX3+SsKPWAVjwcvmlIUmcUNQiWrEVQ1KwIfBV1aWvT6UUvKYs+IcUE0QFSiMuFpi1bR8uDzPi2mJOaZ5Ng/DfOYdRmusZxc2cJ4czgmJ3/4OOy+XTuMnb1Hf/cPLr+H3fpPyXE4tJ3hwhxbsV77yJTx9nip6fvCXP0BeClx5mnJV3vngLlBUoffpRkb/ni1N/v+GZPCbX/+K77ssmyDiio4oCH3V41H/AELQesjCxJPUAcKXKQMBOh26XKgLEYa9Efa2aaO4fe82bvMmtb2zjdO8SfV6KQYMvbaWa7AMa4ZwSDiPKE8tuKgNkUp8P0g3/w5rrUPBznQYVuRzwJUzW9g6T8/SjCNMGEYr8wEmfXJ2xv2BZyxPggAHuyRyubG5gTAMIVSVfwQP2eTaIs2njkolJhgKAYWqBF6iys8SmM5Zo7WH8KDnhwfoQyucdTrHhRCeKPTenTsYcFuGo4F/fzoeo8eQRK/fw1GfDv+j7hGGw8kUoooCtNrkNEgp/QUlnUw8yeOsLp8QEnXOsese9vDSD/8OALCzO0TBTuaND27N1TRjSjQ4D6ooCtTY2ak1E5gBXYCsNZDsiof1OqythHtLNOus/5bU0dulAy8fZji9egL7LADb7WbY3aHfnb94Cjusp5UNBRyPbZTUMTL088mwgOXKMzGyWOXSeKgM5RbvYdH8hHs9PeOmmhKOnZdSSeTewXHIqnxGOJgK/jQOhvcnjcCn/glnIDAVbYUACk9fMXvYOqCCJQVIjRqgy43fA2fJY50nY3wccN3lmSf1DZzzeVFRGPrnatRjJNUZUBZIOF/mYD+H5j6JkggJ+wSn19bxzBOnsX6O8gp/8sZf4sEeVYkaHXrNyLQ0ODwiiOqo18MKByBU1PBVoWEQw7FQbMM1Mdqv6BkeDpsvYKyFLWxhC1vYwhb2mbZPjA20ksD7lEopn5AnhPTyAM6UuH7tbQDA9p0PkA7IU9OTLlxKuirNfIBlpqE/f7KD5Y0TOH2Jbp1nTka4cIGiPOsbyxhp8hSHQRsDDmkfDA0Uh9GcE55G3lrtk4gzaxG6qdLxvDarst1ptfGtb36DnvPCJaQphV1rUYghV0Hc2HkAyR50rjOflNVuN7DESW7OWHS7Rzg8opvX1Wefxk/+HVXD/Nmf/Z8w7JF+57vfwcomQWV/89PXfSLZ05//Ihp1un13UcOQvefTl56AYGV0l1vg4Ynnj2hz9QI+IbTfH2KDCc4CFU1D91J7grxmq+Gje2VZEpdSRRwpBDTDPHGtBhVV/DaFvxUopTzs6KyDqSrf5GyEaJqgPHeiuZ3erEmdihNHixLLJ6ii7599/5/iqRdpPH7yV3+BkG8eV0+uocVZol978Sn0B3RjfO7pi3jxO7+Lt24xudWf/m/oHdJ8yPMCRXVbEse1w6oIk5OfFOR5fAysVpe4fIFI8zbWNlBPKOr56mtvIk8ptDsaHsEw15NSIWKu+gtUiIxvPGWp/Q0wiuuIk5qPOvb6Ay+7UYz6yLgystloY7hNkbr+oO7JxhQEAh7/DMZXtSlIdDgZtZg8XKvmo+aM89GNsuyhF9FYyMBh0qG2tNdWMWG9pu6DO5gcUGSn1ztEym1fXV7zY9I92MfKyjIMj3et0UBhquhM6SuzdKGRMd+XCzUChjogA19uZbSd9mNRAp82sjMz/tUrB+e5Qs5fuoh333gDALD/YMfzIt3+4BbeYw2rXr+PIUdPtbGQQqLRoD7vNGqQmEaD0pT19xyNDUBrrqpmqdVqqLGg1eFhz0dHrAvhuO2V7tajLJ1or+S+vL7ipWKMmXhF79Fggrrl23oQQ3AVX5kpgPm5gloLxtHYFlkOORjhBGsnHez0MfERuRIBK13bMkfB7balgY1ozPvjCd6+RtHL3+lsImN5ouLCE0iH1IeTwQibWJ2rjV1TwvHeFUF6Mj/tjFcKL6yD5giOhfQRdCWmohTSTQlNhXBcNcu/dA7KR+DtlMNrRp4JFn4OOjfD8uXcNOKDmX3oMcoGFULEXFElcg1nOConC6iA921jAFY9V9Yg5JZ16jV88QuU9rF/7ybe+Nuf0udsWWgjcPMuQcevvf02iopXL88QM0/QJM2RMTngq6+8gt/+3e8DALZOnwV4/WVlz8/xoVYePsyyyUPb9MnOTjhdlEoJ7+xASAQMagsl0eT3deIQO/sE8Xzw7muoc+i4BenzCoZ79/HEMxKnnqKT+ub9+17PpxYHqHH5c1MpnGIht8O6xL196tShDX0Y0BqA0S0oI/3kepzDxIbSRw43l9ewwos+DCLUmLUy0Ro9npSTNMPwkGXpiwm6I9p4L1+4jA+u3wIA/Oznr+LylYu4d5eqXv67//a/wTtvvQUA+PFrL+PJ8wQOv/3GG/jib7wIANBSob1JlVbtE2dgmdm16yT6fTqAWonCiRUOT1cA52PbzCKQARzHUY2xvpqj1a6hKCr9k2Iml8f40LcxBlmWoumJEB00OzJhNEMqpzU0/00YhsiyaWVWRXaWJImPzB4rR5/T2aHwL32AgfOr2zmHl14mpuQvvngFW6s0577+1WfRrgRV+wM8dYpysM6dbUK0KB/EBS20VlZxg7FjGMCy06dNCsMbt5itGHbu2NRzM9FmMUVL4EtwHsOsKjDiy4N+kCHkqpU7d2+j4FKNehRjDHqPNc5TCcRx4snwwjhGyjDUcDjCaJKizxt+obVnHw+TGGGDHfnlBjSXod7d3oZgeKzMS2Qlzc2V0yvIeU6W/cDnsnmneR5z0ue/TMY9WK53DQOHg4A+5+juLUQ8vsPuEUJ2OusqQmo5L9BqXzKdZyl2trehGOpT/RBbp89zv7QQb5IzfPPD68jZIRJWwKpKHLZGDg+oJLZkRy9Li2me2ONQtv8j8xPf566snziBg7sEw73eG2F0RBetcb+PAVcVpWmK0jvcAmEcI6mzuC0celxxlOelhzOTpI6S5710AnUm+2w0Gx4aMQa+YtKZ1F9uGq35COl0abyDU2+VHq4Szvo1Hjhg0iOYztoS9SW6JIpaBwGPbRwpZLaqhnU4PDjA5iZBmRc2G54F2+UTKMtVV9ag5H0rVDWMeJ5/0LV4IqJ9U+UTZHWaG6PBIXa5LBqlwdP44lxt7BcOAaYVZEHFRG0FInYmhQSgK2Fni9xU+9M0p5CYrWccGjtzcZoWOdO+Us2xj1KIeMdnKoqNGfoOotPgHz+Gs+NsDMPi1UlTesLCsQHAFWQ1McMkXxrokt6/0mjiy0yRcn+9jftvvAsAuH79faRZhtduUx7k3nAIsE5fGApMWNj2xs59aO6vO3fv4uc//zEA4J///h8gZjFYm479Gs1KgVJUWnIPb+MCxlrYwha2sIUtbGGfafvEyE5jppBCKUwViYVDIKsERIvPP30FABB+7lnUWfn08N5d9A4oXHWUp1gBRUlWaiFObm2gs0oRlKLQ2OLk33w4RHeHIkMrKzlCRV56BxEOC1Z2rq2i9LIEpIIOAKFW/kYhHiOyo6RCwZnrK1tr0Ewqd+f9D5BzAiAOjzBmld1uluOIFVmP8pHXK2oENbzxPkVyfvTyL2DCAHvbdDvLi9KHhteWVvHM1Wfp+Y96KDL6+6Qeoc2kSs1aEzv79N35egs375Fi+m7/NnJWSU8aHXzrn/zR3O2szLlp8hpdHugfjUbDw0ppmiLgcdRa+yoRKaZq90IKWGN9wrIMA3+LF0L4qog8nSDkqjStNWImcLTWImJ4y2iNio3ycRXPAbrceOXpmWqFABK/eI0kE/7kf/1z/NF/8rsAgLp02OsS3NroJGiiSqAe4fJV4m3JXA1vv3cbP/57CsGOxynKirTNmCnnlJDTdfEws+7YnKw4qh4nAjkY9z35pS41cr41DtMeDt+k274pCmyepsiUsQ5JQnOr3el4faTI1DFkSOLw8Ajdwy4yHsPO0hIOBgQdqCjwJJe9YReWYQPtSuiKt0MbhAndapN2AFXxh7gA5ZDWS17Mz7MjVYCIb8mDdIAxa6ysrLYwYpqcwBlMODoxPOyhw1WBtTBCp15VU2lknFAtrIFwBhlXB47T1EN1J0+fw1JFZObMTDQq9LwmQWSm2ldSHatkU3yrDh83Ujd7+5y5yVfFIKNBH3du017S7/cx5MjboD+A5mRjN3OTX15aQrPZ9HpY/X4P6YTGWIjAc2GWsvBJzLV63c8niohUvFFAwHvqxsYqnrhMVW0XL52fq2m6GKPZoChQ//AAiiMCOi3QYeJC6Si6AwDpYRfSVtBaBNUkyK6zugQEFZQoYG2G/T2ClC+fO4s72xQZGuzv+qhl6UoY/iwnDSzzNK1KoKUoOiZcgA5HZY9u3/BozypX2M5jmbEkQQFA5yWGHpqXU/45NdXacs7AcoqFLfXxZV9NBUvVIscCE1WKgHMerpLW+aorYFr9BWunxR/OzlQIuik31GNouMEGECzFpLPSU6jqIkDEVdKJSHxUqywmqIe05ycNgaRBYzfq76O1xInl9+/i/Vu3ITmieOLMafQntC6Hu0e4fp30II9K66NQMtJ45eWfAQC++51voAGCanVpkDPMPhgbGElRzVbn4RHIT4ax6se1sVy1SQtAsVPgjKnkpFBLaqgx4VCkEi9MlzmLjAdbJTG0zvBv/uTfUMP6Y/zXf/zHAICTq6s4eEDOztmLTyDlEFnRn2CVO0zCIeeBzGG9RpcTgHnUofNxHaCdD9E+99wzGI3Iybj++lsQfVognXGOhLPAVzpLqC2xkF+qkN6n1tdL6cmPGrKOyIQIWZzMTCxSnrn5MEfORGZdWyDlyXLu/DkIxtxhDRS/J+se4VcTchrv//LfwrHonU71p3J2iPF6atVG4ZxDyPlHZZEDmJY0VnkK7XbTV2BlWYY4jr3WTjKjIVQWJSSPi1KBz9ORchpIdM75kvSyLDxDtRBTh2dux0dI+HCwcP61EdozpP7dz95H/5DG8yvPn8A3XiCnJs2HCBib3tvZQfYm5UToaB0/+PvXce09CrnGUYK8oJ6buNSHdaVSSBmacx/xXXy+m5A+l2e2H8RjHJI7Dw6RMAN0e7WDdpPmShQEePMfbgIAbt35AEmTPnPr5HkoLjqRgULGDk6pBVLeYEb9HgbdPqb7ZYF6i8akkNY7qaXVxBIKAKGEniHi08yWtnf3yBO6KRl77a6kVUkgPtqcpeoyAIiUxIQvEuPeEYqSnj+WQJPJL4e9HhQf2EkUotGmTTRuNrxzB7QQxxE6bYJA0jxHdQrFcYgPb9B4nzq9hSXWGMsnGvfvV6WzgWdztU4CYsR9JWCqOfsYAos0N2eS5qZUtwj59f07d/DO2wR7P9h+gCieVjfNro06Q8VbmxsoigLdA86XLGd1rEqkegpVdzrL3PYIlseO1j71+6VLl/Ds01cBAKdPbWFthd+fzNdGU2oEzE6eTXLPlA8pMO5T30Vx6AkGbepgcxrb3vYtNDZpMi5tXECzTd89GB0hDAV0QfPh/u3rOOD8uXEkPfOulJG/fBWu9BV4J+M2VhnyM8Mj7HKuU4TQE/Ft3z6Yq30AIGF9dVUqJDJexwLCp8VI4/ySMXa6zwJiKqdn7ZTl0ZpjMJagLwJAs6VygkIhkTCsmhXFlKTVTS950sHnlRIdxTQzbF6bjKcXfBWECDhBtMgTlBmtuTiYQJU0pkprOMN6l4gBS3tVmSlf4Xnp8gWsNiOsb9F43T/s4s4+we7/9va2F/NcaXV8vmsY1LBzk86/7Rv30WKh40lhMGJcdCQctk7QJa/NZ/PH2SfO4A8/vHlMWiBhIbakFiOszi1TIObyQmsyFDxxAynQrJOn152MoeQUi63XE4w54ff6+zdwlzeWM1ubOMlJmK+9/T7CGj3eD176ezz1zJcAAMsnT3v22DBQyF3lyWuAcf3HkYtY7yzjuXPnAQBXVRO3/vwH9Nlv3YTkwR6YAiV3YnliDeUWdWzuNPZ+SXjk5Y3TqFREo8igkSg0+PkLPUGdqdI7eYG9X1Kkpn3hBE7x84+Ewf0BOXqjOEadDy1lHHZv0GH6xpt70BlNjkg8zgY7a8cT2Wx1Y5DSb3hRrFDwxlIUuWd8TtOGd1C01gjD0Iui5kXh83HSLPW31FqS+ETvOI6PiRJWjpNSyitmwx6n55/HpDjOreN5KJSFZVX5XlngZ796EwDwwtfO44VvfRcAMNnfQcLU76P+EC+/TDwz//vf/BVuHWZo8y21s9REltL4BEKiyQdQo9XCDh8ypTV+UxMOnltpa2MDXU6kzbIMdU4cnqpNPtrqSRNHhzT2D/b2URrq66W4g9VVTqyUBfYPKRHT2gCnzlKJJyJ4UcLxKPNRoSIvoKREyHwtewd9NJjnKhAGOTu5s/xIUNLnd0ghPOu2zgwyTrwPAiBmNuWkPj8bVJkVXrW41mwil/T9o/EYG5yP4koNwRT5Eha9Ee0jq52lit0e48kEATP/hq1lLLeXsLJE47i/cw8lM+vqfAzHUaIoSDBiIcJ0kiNg5t9mZwlVaKQml9EqmBXXPsDwiA7IKioyn806OxazjOQpJ5q//tpruHGD8xr296ZOZ1lOo6TWeEqHw8MDTMZjaGa5VUr6NWC0Q8BroN6oeYkIqQQSdpaWV5dx5gw5g1efehJbXDQh4WB4ng0GOU7M0bo8tyhMxfdDDikANFp1z/dSb9a8M7q8sT5lwc8NygGF8MqwiY1Ncoge3JJYatQRhCy6nGXIUhYPlTUfANLOALaa25RTCQA6KXFSsCxBLmCZ0kBY5SMLSW1+KQXhBCRfBq2Q0yiEm3JhGTi4Sp3cWojqUilDfylwTgOcJwYrAGOnOcQzhRpCkPI4vbbQvIfCFBBeXgVYbfDzaYMBr0WNaUn64+w3IhBwnJuz0z8CmM3aIES7xWsLY7Qa1frP4fiCW0CiImvWMoDlIoXkXAsv/MbzyPicO3vmNIK3P+D2Wk/VkkQSdd5frQHGPVoXD+7uYJOjQoUwsG2WE2nV0VzpcDc+fBwXOTsLW9jCFrawhS3sM22fGB74q7/5Iaqbh1IKEd/Wao0YfFlANh6gwZ5yLIFrb9DtuV4LUQ+5TFoUWF2nkOTKUg0rqyv4F/8ve2/WY1mWXoetPZz5jjFH5JzVVdVV3VVd1QObzUGUJdOkSJuGAEO0nwz4wYBhwDAgwDD84FfDgH6AIBswJMAPNkBQEkxTFEmRontgD+zumrqmzKwcIzLGO59xD37Y39k3qlGVFUHzReX7PUXevMMZ9t7n2+tb31q/49rJfuHwBLefc3XhzvoQIWVux4dPAdqBNbMTLE4c/yWvGozJoFDLFHUrQqhKn9U7f6C/d6EL8KvJLtao0+vJ7/8pwmO3E+nXDIJ24OOAe/v5yXSKYM2hPCywiAkeZUdnuEG14HRjgFeYxYQ4BAd//CdYO3ZCaL+Z9pFMqaX9/hHMP/3n7jPjU+TU2TLa2EG87tAjIwNUtTumTs+Crbd10b++fvISBVnW/cuq8qiEZPA7SGvhxdM4X5p3RlEEY4xH9Zqq9oJwo9HIfyaNI+S0e2qaxqM5rnWd+e9ta78/D9VfJBIhwel452X+sdZ6TsrdiWiwNaSuPwhUU9ppqRBV4yDTfHSGLql+B2Dg4EhoOxAGQMzduIs5Rz91u4rBYOi7mXRVwHolZ3iIOgpCbK459OXJ/j50K7Z5iRr66GTka++10ajbcmaq8fwNxwGbFUcYjx3a8PD+KQ6PHPx748Z17/k2nVVe1TZf5NCmgbVtl5mCJvFBmYaYjh2SFAQRIhKKM8YgJMRKSO45O4ppCL4UlZwSR6bML456aF2jIuXgrNtFRQiuUQZzusZxIBDS/Nve3cHBE7cuBHG8VM8NBYabrssKIoICw717rtTHrfKdpIvZFIJqfWWeoyb0i3GOwRq1ca+vYXRGUD0C9IjbYVD7zp+muFhbtotzyA77uA/cB+9S18p77+Lk1KGFi8X8Y75x7ZxpmsajoWVZQAqJiHbDnAOBR9stQvo7jhPMqHt0Y2sdW1tujen2O2B0Tfb3H6JcuPckUYiKEN6HTx7ihVd+9QwBEuAAACAASURBVDPPTimD6XhGn49891ddNghp585luDTvNNavZVooj2wsxkfopyTk2ttEnBnI1hepKBAS0hGHHIzGr+QWKZXbtKq951baNOi1qLsIYKldujJASuM3uwRSrqE9UiMNvPheZjU48Z1KrXzpKQJHQEagc2WxYK3vmYVXFdQczFjf2WfUEvVh3AKGED3GoSr3+QAShrQQYz7HV2n+PRw/xly6OcJ56rmU9ufr7M+KtANbt1UaC1u7OSDnBaoDxyd7/50fQk3desM7HWw877i7137lmzil9YlJg28854RZcwj84P2PsH/HSdW89MUX8M57jqejmxrXrt4AAAgufWdvWWsIutcPHj7Ai7edTE3YjdEnVfTSwpe9YGLguSufeErPvMNGpstSQyBhaCTmtfXaJvc+vIvJsYPOE8ZQz0lpNQqRERS8Nhzgb/2iK0PdWuNY21jHr3zTyfXXRvqF2GhAU1nn+ZdegiD1zt2tHbx/5xEA4M0P7+Hg0JUEpo3EiaEWZ2sgiGjc6oZcJG4Ohogidxl4wpE+59q/0yRGEpLD6myK/bfdYnkqJYq2179WkLEbhIfvvIt1qhFfX+QIDn6EiI7jyTv3MKVB2bMMnbZk8+ghOA3iTFoEgXv9lBk8mZMM/nyBTaLy3PjlTYiElCIvxeM93869LPkwbryj8vHJGW7cdItAGASA1+OQWMzdg2symeF88quU8l8dhiGmRNzO8/Ic75J5IvJ8PseQyoFRGHiejjbaJzuMMQ9xny+hPisGSYZbz7ny5/v37mBE7bk9FmKr58bHi9fXcHPTJSi3ZIo7P3Ytp9PFMUTt7q0ppkgCt8Be2dzA4eIEw5TKVVmC+1SEr6TEsONgU1Urb/Lqjre1ArAenj87PcX1K25cTScTLIr2Ol8cWL1xdRdFQeNOKdTU5ikU8+WPsioxW7jEuMkTvPUT13Z/94OfefPL3b1buH7dXauzszMcHz5FQ87U1mpYsnwQCohbh+EwdOrXAJqyQkRERGjj76EMGTjVE6IgRF1QG/riEiUeYaFpDmsob0lSm8bbHDSCIaR5ub65hq0rroZ/fHiMlLh3a3EPk0OXLBRVjVopzAo3No1V6HXcJmRjcxc1PbSOR0dIyI08CROcnJDGTxhAEXF/MZsgTd1k7GQJDCWwTdO9+DmeS3bOu6iPRiP85fccEfP0+NiXji1wzmxXo6b7AOvNoCEEB+fMzxcpBSJSQGdMQEpKLJoaJ1Ry7Q97KKk5otEVpi6/waKbYkLk/bJY4OCpS5gPjo/wX/7Xn312IuCwlLCWRnuSbpjECGn+FKVCRPLvEtqbnoZR7J3bYRRAmilxKrDIK/Rp7WPWLhXTlYKhTVaSCOh2jjKLgJ5R1zRDTBSHQErURN7O4gwZba5lfXFbE9koxG1jhxAQRIoOBPfqwlppTySOOcAj957QcpTEeWNV7TlDDXMEY9vaUIDBkvyI5QKmldZQFmjLYw1g6Bm50TN4lRL0pkzx0YQSdwiItoR2CY4gzzrgnNTyTY2MtJMe/Os/xsmffg8AcKUoYYjXehaG2N/7AQDg6OEBhv+h06sz8xxDclvvfeF5fO+dt7B/z+ULh6cTvP++48wNuhn6XbeuJGkPMd2XyWyBM3qu/PBHP8DXv/4qAOD2lR3fOKDr0ltYpOGncwRXZaxVrGIVq1jFKlbxuY5nIjvzyiIMWh8PjoBqV5ILMN62YFovBmQhEbWdCYy5zgcAsAG+9PLLAIBf/uqL0LpG0BpJ2tCz1gUEQCUxnvQQEMGsN9jBk2OXja/Fj714GDMxmoTa1nnkRZzi5OJwna4WqElRswDHhNjlKSQY7ejksAPZKozWU5weuF2fTBiukV9L8HiEjMpumdEQlUabS6qm8l1jWIs81BlMtUeyagMkrQfIoOeN+WwYIe27jHdeMzAyXmzbAi8S51WJneOg/x/fTTUajf0OFizw5RhHYHbHO5vNkect2XhJmnRfy30ZqywrT27N4siTmquq8u8XnMPwFpJXUJ6Mxy5dxspMjWtEAN988Qs4vO+g0Zf2NvHcFdfK+sL1ATao9TVY38VTKkuOpjOUp44wt54yRASV764PsT6q0W1Jxtt73jBUigLDbEjHWCHbcUTg+0cHOCUEom6sb8cazxbYJpRvd3MLByRJEF8C2QkDjoaMd5JIoEcohjDSG9AONhLUDfmx8S6sccdSlVM8fuh2YJKnSMls8emTAzR1BU1EYHAgjTP6fICYufkXGOMFRZMggqbuHqVqRISjV0UJQV0icz0FJ1Kv5BcvD8gggqCSS62Mb1vOshCzulVitmhonM6rEhtEpo3TFE/2D+i4lN/FFYs5wCxSgsKVEeD0v3WtcUTw92yxABtQSa6x6PXdupLnNbaoJKbUESqC9uuygqSxYS7VLKDhSxdYkvHffvMN/OTHzhTx+Okh8lZ8EwKtqSrjArY1ImVYSm0wA8EFUiKDh3HkOwO1NmgIOamqypermqbEhAjWYRR4knpdLFBSQ8F4NMKY1KrDCxJ4daN8hxyYhaAxbrT1KHhd1ygrd+3iLIRuxRGtgiGUxECiIYTo2m4fb/zkCULTolUMAX1vXdbQtKY0QQBNJZ6m1tijst5eGKMv3bjWdY24Lbc2DRTIK+wSFR4G47voSlV6ZErxpSBjwDg4decybaEUqZxb92wDAM4lChKMdJWSc0qCdokACqshqYUr4xbEy0XH1uhSNeCL6yFOjj8EAEzGGiGhjTXqcx3LFz/JyXSGkkp/aSRQnbjjfPqd72L7Q1fGuiYzhORrdlIyHORuPD353/4FDKGGOzsZAnqWdG7eRHx4BBY61Obw5NSv8ZvrAzBC4rrd1F+G0XTiS6n3PrqDDz5yKPyV557D/MTN3bCT+vEp2aeL7T5zltZlCU0M/yYIENJDSwYRFPW4l7mCauuywnrGdxYlaHtatbJoqG036e1gVlZ4dEAHGkUADfamLNo/0WiFauIu3tnxGf7qp04v5cmde8hH5Hzav4LuVVcekGGMhnBdcwlF0+nRIQzxfg5sg0HXLXKLWY6MhIZuRBEaKsXsj+doKOlLpERK3JqNUqK645jlDWOYygj50A24YZigd0CGhaX2UH1muNeS0MogokkQ9wfgxKaPgwDDXfcwbZCjobZJpi5+jtZaf00Yzkv+Lo0NnSKrFxHwryutsUbdPnEcYkwGbb1+F3Ec++6qWmnP5cjSDDktmINex7dan+/GSpP4Y/wdfU6j5/zrF4nf+PrLuLLpEsXdKzfBvuTGxE5XIaHkuS8N8sKNOd65hRdefB0A8PBBhkHgEiI2OcLisbtP/YRhmISYE19jHk+wRVYdAYuwQa3f3bAPQ63rYSDwwb5LnGaFRktsK4o5jo/dWH755k2AeBNxeHHoXFiGDVLPZhyIiExUFhrjkbumg0EHCT20To4aPPecK/GMzwLMZpSIBxInZLAYCgOZRJgTV4yLpclurdWy0y6vvPGpasy5+WVRkkN2Uyso1nK7JAR1TMnwEslO2EHWcWPNWAZDSUnA2FKfqakQU0eRTCJYSmKGm+ve/PK9d96Dprb1plwgDgXWhq58GoSJ59+dnE1R0IkJmUEw2lTMFnhCvISj0xF+lSxkNta3EdCD44N33/Xwunn2MvpzYVzrDJzB7gGZsP7Zn/wp9h+7vyeTCUriTgUydA9XCubVyCW6XTcG19bWsLGx6ct+J6MzLKhUky9yr3WkrUYUt/ISJbSi8RcwVFRarcHwlDZz83npzZB/iZTePyukFOfU0zV068Te1DCUAIeSu+4jOD2o1oBYW+OdN2SQeA2zXidFp5NgPhu1h+utLppGoV3Q6qKGpU2gVQZblGhLyZErl7h3NKCJjlEUCzAqC5rg4t47Bgx5q+CsK0h6zpmK+Y6zylpv+BwFAULlfmcjkAiEW/8Hewn6V2h9MhZpxDHskXFqBPSphX+nE2NIfNluKNCjJC6Wxm9+7+6f4J/8oVt7JkqgT6XLhdG+M0+pi1u36KpESaAC1xJzss2Znh1jO3Lne2prRCQ1c2pqb7C7d6Bw/E//AABwdisBu+02CyZIYBqN3S233r794zu4fpUkIeoGFd1vpRuvUO+AgbY71+D9D9wz9lvf+hWsr7s5nWYZCkrMZmQM/EmxKmOtYhWrWMUqVrGKz3U8c0vCsFRlhGEgMAfFQoFT7SmLuzj2jPs5JO18GlN78l1oBb7zXUdeOjk9xeOTER4/cTunV176Anqk31PMZ540V5cLcGJ0Hx6e4b27DvpXWmDQc4oP/SBC7cmZFdoM35jlTuizojAGU2LzvzE7w16HIP58iqu0k9+ezhHQ65VVmJcElcoII4Kkh+td9Nh1AIDNK/zoaIR3lIP+vrY5wK8Jd8y8moK1ZnWqQNNxmXE1r8BI0yUe9BBMHNF0rdtHl4iQlnWBwGWzRwePLnyOn14NWsLoQRh68iNjyx1+09TIMgcBZ1niYdqzszN0Oku1ShnFvly1vb3lCcfT6dTvQNM0xWJOXTVR6CFMKeXHPLNaZKfV5/ms+I3XX8T+oUNtFuM5kFOZJQsRdVy5qS7G/v2BUdjac+jP5o3bCPL7AIC73/+3YMwdXzk/xuL0KQqCbzVj2CPy27XdAQQhRkfHp6ioZhCFGYZEYL3STzApHCp0kC/8DiyTMcINQpIuIYJ5bWcXjWo9gBRq+ptri0GXlINVjVC2sq1FCyCgm2VIyYOm38swJzQjjQPUCggaIp0z4Yl+RVN4YUgZhjAlIW9Kec0dLuVyuySFJzFzyRASgmCai3u4yaCL/prb6YWh9OKHs/EpJCFWVkQQ5AvWX9vGOiEPx4cHuLLnkKzB5ibuf+j0kpgu0UsiJ7cOYDSaeDVrXeVLYUcrUJGXkrUc45G7d4eHZ7hz182169cZDg7cOnT75jXIhN5zMrrwObZWtQCgdYMfft+tiz/9q5+iJnRF1cqL8SmlEBNxen19A1dpJ/zSyy/j5Ve+TNcqwv7+Pu4QsjxZzGGpnGrOGUQKISAJ7u8P+1jfcCj2fDHzXZVnZ2c4PXW745s3b+PXf/0/AAC89vqXL3R2aRqi3YmHkiEglKcxgIxawUjhjVlV3YDRODOW+Y6h2XSGQLpjKhZTpEmEoyP3AEoCgXbgcVJyBwDbWK+k3gHQJfS7UjV6VHaO0gEMoZysfrr0eVMXb2oRpkJKnxvKBFepU/HmusDmmvt7exhjt+OOfxhykOQa4iTxDTmxYIjaLjFuUOQKFelMwXCM6bk6URo5oYj3JjWOJ26cHI3HePLUoXAPpzUeG7f2lIyBtwa8wkKh1Z+7uE/dVi9DMXfXO5+XKE6pfFspLAjJ1qnAZOHWR8W5V93vlxZXT9w9eZoWGPzt1+k9MfbSDA9JIDTmFtevONTnh2+8hwZuvnfX1pHRs3BtuIbTkVu750WBgmgUaRAjI40hNc/REP0gfEbB45nJjqrLJdfEKK9/pBRHQjc4FMLX2lRdeOdj9/Ci9kDO8ad/9m8AAN///rcxLiow4y6krM6wTmqazDYQtJB24hgZLXByawAZkyiYCqC4SzyKqIuKkFhjDHgrZnUJF+KDpsKcjnMKjZpgsNNqhI52lyevAgRN+7CSeFq6RU4ZjhG1I1c7a3jt7/4SAOCjh0/w9r/4v3BIbczvosCXv/YlAMA3rt0EIfzIVYE5/aO/0IjpOvJQYPuaS5wCy8C8dUMJTXAsZ5dQprXWd7PEceITEaONT1C2Nrc8NFyfE0mTMvBdHlEUIaFZKwTDaDQ6xxNIfPKSZplPkGaTke/GCsPQC2rVde3b2znn/jjyPPfdWBdNduLFCeaHjq/xOD9DQOWULNyAIKGtyAbo0RjqSImMuqnC9T08ectBtAdHOUZUbpxNx4hsjau7LtH84rVt33WVDnrgPfegeEMyvPPQcWbSOMRNglZlXuDKlntPYpdieZ0oREKO9nV1sfMDnEx8a0vApASjsR7EGnVITufaQtD17WWxL9fAVH4Twjn8fIXRKBYFBnQPgzjGjMqMrFlyuwwPkFBOwIyFovKclQLs3JjhdH3CMHYWIIB/EF0klGXI6QGVphK7xIUadDOMJ67EMz6botEkN4EOupQc1VZgTue1d/06ZErcn+kZbuxtoaFS3f6TJ5icucUzSTnmdL5hlsE9IoG8rLBHgoz9jR1ElMCKuIv7VH7/2Z0HeO311wAAGzuf3Or6yaF9Ffnx40f4f/7CmRzOxlPPeauK2if8WzubuHbdtdv+1m//Nr7yqutG6Q76yKk89fDBAxyPTrwJ83Q2RVGQoJ5qfHKaxBHWqW2/3+8hpOQjtSnOKMFZLBb42tecieM3v/mL2NnZodfnFzq7Ti/01ga60T6ZzNIQCbmWcyE9XUGpBragDiQZeaXv6Xjhu+MQxrCm8TzCPC99adxai5qSVN0AIJ7M8+EAHSqVRRpgVH5XkxoBrZ2RiJH2HQ1BXYL6sCsDDCo3hm7IAr/zZSed8q0X9rBGpea8ajAnxei6UhgXpI49GqEgL5KtJPX8t6eLAqVmWNR07Xjg19O6KnFISsM/fu8JDibu9QU0ePtQtkAZuL8DyxDS9VE4V3a+hNguayq0NcWNwQbOQre+9lWEQdud2Fjf4ZVYhphK1ioQ2Krc62e6xoieWdHpDHtxgnfP3He9ePsaLJX30iTC6czN0cPDp9jZc3NqbX2A3dKNwcl8DksDJ5ERLG0ggwAA/R2turFWsYpVrGIVq1jF/1/jmciObmqgJXwZDbS7SRl5O/eymHqfrBjnbD8gPMFQG4WCdC46YYxMGMSkbdPhCrtD6sPPOp5I2Ov0/cE1NsR7j11mPn9aYGHcDmzWsFa5HpwtdVkuQTrHrBPhaOSObbizje7A7eQraRETRH42NVAz8snaXMM1IsOypoEgPYPx08f48wN3jHdMjnnA0G2RobLGI+ay7tdECEEEsyAbYIt23LNIokuw/VXDvenk4cFTFNOSrjvzGg1GX5wUWZYljo+ddsb21g5Eusx+212flAKSOumKooCgq88YfHdG00khJUl6xyE45778lOf5x2weWnQmSRIvKsg5X2qn1PU5byzlkaf5fO5fT5KLkQZFM4cgWfudjV1EtKuZnE5xRFLj3YzjS1fdzjKrFEDoVVMp3LvrUIN3338IQ/5ZRllsdjNc77l7vd0VGJA+S38tQTRwf49GXYzm7rvyZgFJfkPraYxo6JCdjV6IsxmRiNPIa/QU84vtlgFndNpqbXBwTwxsVOE9msq8RocQV1XnmE5aknjgjWj39w+waEU56waz6QT92EH8DAYZkcyttUT+BKwQXq5eCoGCzrG22iM7HBalbuX8c99wFMtLyPDrHPmZQyeQbGNjyyEacbqDxcQd4/0P7uJ0TOWt0QjjKZHn+zuw7WKQDbBBZee7776JR5MFdnbd50W+QJfGVbK+hqvUfWZ5F3nhzmUynyGmMbuuBGqai6PZAi+Sie+dD97D++/fBQA8//zzFz5HwCAnwcU//qM/wttvOxFWEQrsbTvE78bNm1hbc2Pn+s3rePOtNwAA165f9XpJs8UcB8euhHHn3h082X+M8dShDWWVw9KaHAQSMZVc19bWsbXpfqPTTdGltp6yyDEkscQre3u4ds1d9yxL/VoaXpBo3jQaHeqMtMES1Quk8M0u1sL7kxllYAidsLX1hpmz6QwVoUnZ2hqyNERDKELAluT5fAYcEhob8hBDQinjJodqS0L1GAtCUSdGIMzc2OikfU9objvrLhLzsxminJodNjju33dlTpsrKNKg+vBggoMT6oastF8DD4sFKro3X9zZQofWutGiBAtDaFqDRZJ43ZleLLG+69CN5xuB0U9d15WqawTU5Sm08bpYnDG0HQXcWk+bYJewi5jUc2TC3b+9psDjN1yn4HZeoEfk58dViVTQMVruUf7GajTUuHBVZ7DUIXW6/+dInjzC8313/eciJAFgYG9vBxWVyipr8JjKxTdv3cRwg563D6Q3YJbMQtFzSecaknSbgmcQzZ85gq3R3tHZGg5JA1QKg4YGblXO0dIEhJAwNCCVFdBt8gGNF6kz5LUXrkBI5rq1ANy+fhV7O26ipdGSZa8V9wqui7zAjFSv6pmBJddV22jUFanXgkObS2Q57Tmu9WAJlkt7mVdR3d28gv66WxjeefjOsiW308FLV127qx7NcPym4wacnSzQ0E182hfQYPiPvvW3AQAH81O8R+JJ9p27yHbcQiYA9B+7h+u9jQR6j1jrNsAjEjVb29zAC7edAmUUCNy5495/ejK58DnOJlPvVaVUA2tbpVXuu6BglUto4coQOSUf1lqItmxhlIddm0ohFKF3VC6bBoyecIFYmo2mSewTmXw+Q0rKw1WlcDaie1rV0Kb1FQt9eauF8j8zAonh0H2v6SZQbR25rHE8d+N3vNC4suHGXDavUU5cYno6muMv/vTPAQCHHx1gvRWYtBz9rOP5ZEFg0em7/xt0LIqpS5Dy0yNYenhd6XJc23DHsZtlOKCOmrLWCKjjj5sS3Yi6qqpLqLYKwLbjmzEYasttdOOF2M5O5+jtubGVRgEmxi04aZxC0IL34cNjjCfu9Wvba+h3Osiou0kI144NOFGzgpRmtXVttQAgA4mUeBW8tt4pXMgAAdW66qqBoIejuMScrOcj8Io61cQ2FuR/lNccPTLjvHXzOvTd+wCA05MDPKD1Yvfmi+hTi3jDAgSxW3ivvvgKzk72MW1NeneuYEwtqzvXhmCgbpKT2if1LOlCtt5HhfIu4AwcnB4AL7/8ZUyoLfv09DKcHYu3KXn52dtv4bXXv0Lf96pPmm7cvOl5buPRGf6SXJ+/871v4+Fjx3WMkxQnZ67D7/333sX+/j5yX2qyyEiVuNPpYIM4YptbW1gj/t9g0EWXuF4yEIjoAZaEkedHMWZ9siMuaHY6GZeIqbWYGY2QvquqKj8WRGAB4rzUZY0goIRYMD/+GAOadq2pG0geoWm5mNoio2S/05M4GLlko7EVrhCPY6rH6JG3U5XXOKXutDSKsaXbLsMGVe4SxFaB/SIx1gqVdddufsrwkxPykMN9VNSZVZ0z+RSKAQ1dByZ9uff4vUNIS3PMlJAsAaeOQCEShNQNPFyLsEmyJDDAJplhJvUCoDFrFjVm9KwutIFshVlNA0lit/ISooJJmoJN3TwRTw8gP3DPuaCZo4jc2NTKIqHr3dgGT0m2Ja4sIirJylwgmhJPEyfgszNsrbnx2M3WwDh1kx0coa7cfC8aha1WwTzJoEjaJo5ifP0bXwMAbGxtIKfnx/HZMRhtqoabn+56vipjrWIVq1jFKlaxis91fDayY1t7gKUWXVMX3i7CcsDSbtiwANaLKmnIFingBrd2Xcb6/PUUaZgizVzmFkjrZcQBgTJv5bYNRgTzjwsOReJli6rGDO71yjJI1hJmQ1we1wG0BFJyRJ7PJjh66iDRQW8TDQnjHcymkESkqt4+xODdVlyRI5/SbkprfHHN7Sxn0iLbHGL9poMey7HAB/feBABsX72Gza85D5FebZEf/Nh977xESR0gYbfv9TT6gz5OThwBdjoe4/jIwfzj8fTC5xgGATKCGOumPofmcI/UCAGP7ARhCEN6PpxzxCQGxsWStBoICWutL33FnENTu14Yhp5obrT2MPp0MsGIRL+OT0Y4O3M74i984Tlf7jBaeUSnJSF+Vtx46SWwrkPCCtbB7Im7hzpiOFPueyeqwGhO6NHpDA/+1f8NAHjzwRO882PnQi+aGgFBx/00QBJFSKl0JROB3o7bXXUi492Ze4HFlaHbyd5ck7gSu2vQizkCspo4q2ZA0O48ttCL3fdk8uK7yYBxaIJwG62h6raLQ3hvuhMmIIig1wkkuh3aXYUxIipDhdEMEREZe90eam0woHKbURUEqKuBS6+FUmuDlMqPZV17lLC03O1g4RTsG0L2kiTyrtC6vnizQFOVMJVDyYqyQJcQ1wf3HuDqFUdY3N1dxy3qBkkOxzgma5CHH7yPDnVF7d66CkY7Q2ssNrd30UoaCQBd8lxi2uL01M25RalaXi0qrcBoDEZJ5CX981Khpq4dbqzvGGGX2DGXixkkzY1/8Lu/i6s3bgIA1je3fYm3aRRAiFnWTfFbv/1bAJylRNshZ3SDinb1qq4hGNClOR4NQ/S6boxtbGxgk0pXa2vr6PUdTaDTzZAQiTuKQgRtCQTwgrHWKl9i4hdEdjjjOCNaQCAsEno2JOmyJKZU7X2jVGOgSDw2SjPkZE0jpICqWy0eoCxzRIS+FJXCdOreJ3mAOKE5WpTo0XDjYAip1NWEBkHTWplIL6worEFJ5e+aGmYuEsIwKGq6OFbGa+sYZsGDZQOHoHU2qDXitsJqGNrRwrlEizcwFkJqgNH4MlZjPnPfO59bPFYPAQBxGmNtx5Gqd65vQxXu+OdHE4h2qimFqkul5nwKrtw4CapLdEbWHILQ0De++300D6m8LBhyst7og0FSeXAcNNinJoAbTQhG69Bxl2EgCFHHAKfbPTx32xH7w+4Qp49dSe5sMgdrOzdLi27o5u/u+i6y1N2bKF7Hcy+8BAA4HI/8mtRZG+AJCcNGk96nn9OzTriuKs+DEUL41jUpAs/2BhiYbE0jNSzBV5xb+BZEwdCKxZqmRBCnqKgttzAGAdUtOQ/R0CJe1xWImI552aBslgvvgm5e0SgI29YphWs1AbxnxkWCAUjoYS4ZEO8SO19ZTMfuAcpCQJGhpKkrnFKdkQkORU//khuc3nNQnzYWX//W11GQb8ndux+gIK+gj06nmL7rWkT7kCips+to3rT0KMRa+bLd+2++hROC68o896Jml4HkpJRelM1xdFpuE4f0KrVdbx4Ixv3fTVV5CQHOhV9smQCqcqkMbbSFFG4BKIoKFZVweBL4z9dK4623HEehbjRu33IeTUEgXQINIAiE5+xcVEJg8wvXcEylpLXObV0UYgAAIABJREFUFTxeOHh/pmp0KJkr6gYV+TTVyQJHRy7B+ckP38aTE/pst4MNSlCGWQdoalRt7TvKkFJSoMoRGmL/f3Etw+0dSiSLY6xR7bg/yJBT3TqSGn0qFXXTDOukznuqLp6eC8u9SCeCAKCygy5LxLTAdntdv/AKWGR0LmAcDXUxhFGEtSEtztYJedU05ySAhMxvC1sjpVJIfE7ZNYtiLFoOVhB5flRe1gjoOAyY8/ABYC+YsAJu3rQlORF30CNjz44QEFSSYGmAZuKu/fbGEAmVTB482Me9+45Dk49ewIy66OKUI8lCrNFDfjaeYE4bhTSKMS3aMkLgr69qSu+9lERdv6Gysgbah35VoqF1II4uLkgXSo4vv/oKACBKu14eoG6U57lZq6GoS0w3Cl/8oitjl2XpeVRnZ08RhO5419e3kcoYjNTuO70Imz2X4PSGG+j3qY23O0TYIxmILENMbeEi4D4Bc2kCiUPaHIx809QFO3lkEPpWZ1gGRTIQ2lbIOu43wjBC3UpbGOvNP+uy9Kr1sAw1jVlblKirZVloXmooRvwfNUNCG/IbaQchrTWdIEbMWl9Hiw51niVSgNP71Xlj1Ut0DSZ1A0PHybVG0CZxnENqEn1sNAJaA8NGgZNIHuPMt8dbayBJYiBSAbRR/toxAMKTTy0EfX4tsrhCVmyLkwOcPaG1bpTDSvKsixIIegYmLEWauPsv+WVMeRnmlHhVqoagsckN84KXwgC2VWcWCiHdn65hCIkXOt7rgeVuLPOqQPjSqxi+4Eq3tioxe+oUkWMpcOuGMwJVsockpLwjSvDKS26+fKO/js7QUV5Ka/04lWmIqHS/95S83D4pVmWsVaxiFatYxSpW8bmOz0B2Ck8WZTDQ1IUhOINtmalgCGiXCWO8xg2DhUUrSiahCbaYzWr0u9y3/CtlUNMuWQiOBWmDLMoCFWXp89JgumhF7hR4W7riAKeM3GgNRY7NF3XLBlwpqj0WEcBbYoAzDFmPTsuCE6xcNQ3y1gulrFCTE3XdNJ5A2pQ1mpMRDImsTY/PUFDHztvHH6F53yE7kjHIVgOBcejTFioUXrSqG0eoaftntAaj3XMcXaLLhbGljk1R4P6DO3SKAebzwr8uCRacL2a+mwNGeLn5NEu9Zg6XHBDM+60UZYWmaY+TYTp1hEBlIpydubLS0eGR76K4eu2a33HWTQkhlgjiZb2xWMAgCDmJs56XaY8HGdapI8TCoiD0Jw8Y9sh9/dbGGu4+IqfwjkU3I00gqbEoGzw9cTuntWHXa9ucnE1RE4LS4QrTmoh8MUOXiIRaAHMi2KqmREFCWmlPoSSfp4JKNheJMAxREpJgjCYRTUCXFSqCQCUHdKuBsZiipBJSXWl0CKWJosg7MzNm0O/3vHO5hUVK2iZZFnikdDydQdM8i6LIW4Fwzn3rYxyGXqvEMgZDUG5zCVFB3QD9ntu5rW8MMCdbjWG/i3UqS3XSDCe0ay3qufeZG3RTZNSBtXl1DxV99p0330GvG0PQOvbg7gMc7TvE9tXXXsdgl7qT1jfQQgwiiKFaCxuY1tEFIZPgwl0fw5gXJ7yUiOnZMUiTFOPTU3QzNw5FGGM2oxJeUaCick7VKN/hWlWV7+qZjMf+2sZJjG7M0dl01y4edjAIHXoYdQcII0Ll4g6iloweBN42XVt4t+1GcUxa3RuRIKE1wegKF/F2b5oaktBBwRkyKgs3Td7qOqIqG++ftZjPEVGJt64qKu24MlYLCi5mC4AHXvhvUVaYEuG4A4sN+nxsG0gisgfG+rK6ZAK1bon3CrIdkkEASzc3FhfvxoqKwje1WCwtPGouwNp5YuwS2VHGwSCgLuX2unOJhkpFCzBwIRBQiZbXFVoghmkgJP/G6f4CZwfUjaVrhG3TEOO+BMyLAl2iYMAAirp/1SUMwFQSYE7I841vvIYP/tVfuvMtZpC0ruTCYEH+eaGWuK5JsJIFmLcebNd38D41GoVMYaO7hmHXoa6JnKHXanwJhhe+7EpU3/zNv4/pmaNu5MUUIGTKdBKMae3J+j3kunVlVxiQVt9xefap5/Rszo5uoNoHLeOwop0QgK5bwzWz/Bom/GAFtKt1wHVqkNUTihIoymXbsbXMT9qmtsgpeTg8HaOkZOcs55guWot7BkMX0hjrH0CCc8DXmi8unsS5XC5ajMPSpNBaw1ByxxjzDPpERMio3U6lCiUpOpZl4fksbNDBZDLGt7/juihOR1PU7XcJIKHk0LXLu88EIvC/AcYgPfxvENPLYZL45LNNOi4SQSD9gsw5x+Gha0PPFxVOT9tuBIkjSkoYt4iomyYNE98q2zQNSjI7NTDQRnuhr+PDU+SL5UOwTXBqXWFKbfuCC7zwvCtdDYY9lFRvjuIICXVXnDcCvWjMDsfISCE1CBPfUdfPYuSUcMZZ6j2JrOSw1Cb9wtVt3Nl3xyojgSglwboggOhIzI7pPJoS1bQ1gWzQJwPKxfECDS2q2pQAKQeLgCMgb5t+L0NVUnePNZjMHbeEP0vu8+ciSRK/qBbzqf9bBCE4PQT63Rhtz3cYhJ5vYexyTvR6fcxbSJ1ZXL12BYoWxvHJCWZNa+prvflnWZb+84Jzr5yd5zkK+mwUxmhZc0ob35UZXoKXZLRGQZ0boSmRrbl7WsQC85KMTGcBNrccN+5B+RFCWizX4g5E6I6rMApv/uhHAIB3fvAd/OqvfQsvf9VB4TqfY/8jV+6a5RN0teN7pKH1x1xD+vIsg/VqvwIMkoRCVSBRl9SVdtGuQQAP3n17mTBBwBLPr7e9gykJ3x2fjtBQRmSZxXCdxCnjcDmG1RCcu3MfrOWIAoO95x0XIh3eQj0mxehFAZCXUTbMkCVLI9FWt8OCQdIGYXS4wHsPiA+Y9n1XW2AKXNv97PMTAfPGmDIMWw9TiCDwybDgFhUlbXEo/HyVQkITN7Jh3NulFmUNLplvUy7KHJoeKC/GKbZoDZUWCFpzVGFh20QAEiExZRiYNyAWUsJSeTQi3s9FIjJLVWpjjHv2wCUc7f8wo/3aziTzYoewHIz+Flz6B4CGgYCGoOdfp6jB6F43wkDS+9qtGwAEQep/TysFQYlWN7LYuEY+hesx7t51CUBxevG5eDA5wXHl1oKN7XV0ftGpIB//4Q+xrtoxlKPmZBZqJda0SzRVGmJOUg/DL74EXbvv6a93EOxcRUTl6aieYzZ26+v+031sXH3RnUvIceWFmwCA6fQM+9Q9CWmR0NyZzXPo1hBcFaDGNTTVp/t/rcpYq1jFKlaxilWs4nMdz0R2uDXQRDg2YOBRa1sAQLVaDNyXlSwEGP3tUlCCspTBjMo41aCD6aJERDukKIh8+WM+W2BCUO5onqOhUs7D/SmKhnaTBcOilbEXgXfJZbDQLbHuEmWsIFh6NJnGoqGdRV1VvmtJSgkt2p0BEBGqwmD9Ti8VKVpnDcEFEg1MiKDa63WwRh1fgeRetruqK48GOVI1ZczW+q42zpkXhQrD0CNil0F2OBewRL5M0wzbpNPw5PEBOgT9a8B71IBp1HRhuak8mnR2doZT6qDSPwfhm1p7IrKxwHjidodlk3tvn35/gA75jTFmEZAGRxQF55zYL4fqAMDJ0QQqdtBolob+94xREFQ24wqevJsMek4OHcAwC/G1V5y+ydF4BEHHtFAKTMa+HJP2OksdJx5Ctr5gpYXkbkdztv8IJd3bLImwRnYR68pifOJeny4WCIKW1H3xEk8cR1DnxiOjc8ybAlK2omEMmrbScRQCpr2fDJr838oKfo6ORieYlzW6aUZv4zBmiWz6sZ2mHn1ljHmxxzAMEVC5pW40WCsUp5fS/vISyA6swmLskMbDOw+wftt9x+7Na5iQp9psPvPO3Z2sh9mUvHLSgbemePd7P8B3/+SPAADX9raxc3UHN2+4zsheyHH//XcBAOv9GFdJyM8qhYx2+YYbb3ujGu0J2dZaMCK3lvPS60ddtGsQAITWCOl+Gd1gTB6BSjco6fjz2czfIxkIcJoTnDNI6qpLk8QLqBkRIgoTHJ+5MsLBew+gyE9olJd47nk3328MOxCEBuXlAjlZSmzt7KBtjwqSxjtHHz58hN7QNWz00wjA3meeHxMSjMolYRz42cy4REXabGkcePRHG+NpBxYW2rbVA4UFCahWtYKujEeAlKqxIA/FM26wy934DZgEaE7NqxKDiMrkRYXIo/cMjFBrGceQhCiH2afrs/x8aKPhe2A4R2WWJa1Wz4prDcnb54qGbv0xLBARgiht7TvDGl3ANLUnh0AzGJrjKgqg2LKr0RAJmtslcVmpGklGFIHn1lArR4noPq/QI0Hb6enFdb0CGPB2eVrr49Zv/bo7zmsv4tEf/DkAQDx4gIzmSROGWJD+Tvba89j7JYcE6S9cR0idbjwRqBWgyc/y0Yfv4t6Hbi6agOPLX3Of6SYhtoYk/Bgu51c62EQvcGvqeDSGpvSFa4GQSnj1M0DWzyhjKbRlPjcg2+SlhqBWcGvgzdsYE64rCu5hZulG1k2DKflenI0XSFIOE1OCpADBI/9dnBKctNPHCfmkMBkip2SpyDXaJkHFBYRpPVIUbJvsXAJWVkovPUjqxvMXAPjEQkr5iTwSc26iBkGAoG23NgpJFCBJHJRnuUBAA5/BovaCjMtuNw14k03GlqJ8AP/Y87+98e0D/SKRF+XSo4gxz9+oqsJ7BlkuwUxA5yKXqpuc+STIlU7atvulEjIAhBH3MKE22i/KEY+xTSWfzc0Nz81xnSeMjqOCZudg5jb5vCAX4t6TI5TSHcc3+tcx6JMh3nzk/YZmRY6YOgTmTelFBZUJsEb8HRZwJMRvCKMEk9nCmxf2N4YoKAFclDU6tFjnWqOh8dZYC033p5EM3b67zjdkgIfU2VcYBktj3F4isWu0hqaENQwCWBIpZFpCB+fq8wR9K2YR09IpuPD8oGy4jvWhSwzf+cmPoI2CrttSVICY6uPKKq+4qg33PltSChi7HKdtxxYrKlTU1ZVlqU8sL2OwOMsXuPfEKadO5wX4T94GAHzl66/h9he+AAA4nYzx/e87/kC1KHDrlnv9xvVbvntHlws8d+sWAGD3+h6ejsb4iz923nzN6QQnH7k23ixI8PpXvw4A+NlH9xHFXbqMAeY5cZ/KBiMqL83n83OimtqvFcElBOmiJIWma2NhPbZeFAsY6vSSgvkNWxAIWEpUOZMISOBTJMI/wGXQQyA3cOdD9/m3P3yKs0Pq+NzYQ6+kUvNshg/fcuKm+08foSDI/8uvvo6NPbdWZd0EGykZnN57C53EqSlf3bl1ofMzetlFZCwQBm0CbKl2BuTz3PtycQY/R0UQeq8lGNd9CriOtKJsQB9BPwsRgFTDM+7lLLaC2JccrWaekqDKApoMN6MgQkbJPfhSTDHkF08EQizP0TKGxpvIGchWcLMxYLTOC2v8mssYw2zmEve6aSCpWDcIGRoo7yk36HVhaS2aWwXQdcwbg5o6HblpYBoqoUUFbr+yNOtVh24u/OyPD7B91d3DYO/iMhAda5BUNJ80g911CTPb2QE7dHyazqMTqNI9o0/Xu8h+5RsAgPiXv4RT6obslDFiEpLVUEhUjjtvO1HNB9/7NkZP3Fz85m/+Jp570c3lWAdgtFneTCJE1EmJKHJdeQBCGaK/Tv6GpsDiqfM3bDdonxSrMtYqVrGKVaxiFav4XMezvbGM8QJv1polGRgWnHYb2tZLIi+sJ70xML8zNBCYE4P7ZFogSiXW+g6CzW2DBWVrUZhiRtl8boAgdlBWbyhwSqTOMKxQ1a3LerPc/RvVbhwu1Y01Ho+XrrBYIjdCMP89Sin/O4Jzj2Zwzs/5cbGlBg2TaLT29hrMMUTpBwwY7ThiKTzRFMGSrGat9SU0ra0vEzLGPLJzUfl2AHjy5ND/zRigTKsTpCHDJcHNVFReq5bE6frcz5xHzBjj0EajIgIw00vHenfs7XWREPR3WcwxnzR0TZe7DCE4gtYTRkhfSjH6YsiH6vZwNiUUEQIRaQQtlEJNO6VpvoDsujF3upijJDEsLrn37JEy8No4i8UCZV0hILRQcYtHJ47YPT458V1Lk0UOG7px2miDBem28EEEScimlI70DTjrCEOEZmMurnsRJTEUjUFtDaKERBhjC0WdXsxI5KRfVQqOkjxpdN1AEhKktYai+drv92Gb2lu/SMG8BxKzFpzuZ1MDXeriMdZiSuWP1m0acGMjjFpyduAFzlqS5UXiygtfxFd+wwnoddM+DI2RWnIcUYdQLTKkmzcBAGG3QTR0YoO8u+G1VL558wZ+heZe1TRY1AUWJw7WT/sav7DldpBZf4B4z33XXtpDKNvyXIz5gkom2olhAsBsNvNrhbVLgc3LIMnDvRseyah1DU5ramksKno9SiRMa9vBOSIqrXK2XFNZyL21ThzGEDZBSGJvg7UdMLIhkMkGpguyR1AaE3KcFnaBYY+sFU4PkHTcZ3tJH1//kitXvXAl8HZBhs0udH7MWmjdovBLHRshhEerqkajajtwZYRSeYVBBEHbvMF9x2ldVairAjF1St7cG0CaFr1dgLd6PLAQrX+WZTDk26e1QkhaanEQQhMJWJkKw56759xefC7yqoQifzlIjkC2HcsC3LToSuNF8gJbo0tzfdDvQpN/XVkBktbGYRyhKoFD8jDsyBwDQjRqw71uTWU4zsjuZTSvMKXjENJgl2xBTg5y5FRJ2dgcok9zelGOL3yOVxKFxLprfDLTGFPpLNdThK+5rinOuwi1+87dq31c+borQy3SCh3SGxt2U/RDqiTkNc6mNRoqQdZS4crLrwIAXnnlFZixs+DhwRZC1eoipWgpx3NbQRAqXpYlxNj9xo31dbCOu6fl4tO7sdhlO19WsYpVrGIVq1jFKv5dilUZaxWrWMUqVrGKVXyuY5XsrGIVq1jFKlaxis91rJKdVaxiFatYxSpW8bmOVbKzilWsYhWrWMUqPtexSnZWsYpVrGIVq1jF5zpWyc4qVrGKVaxiFav4XMcq2VnFKlaxilWsYhWf61glO6tYxSpWsYpVrOJzHc+U4f29P/o9u1TCXXoVaQsYu1Qpbj1+rLHeN8di+X5rrfc7ssbAYqlUbI1Zigvb5d+AWBp0GvMxTyprW+O1TxZE5Nbiv/nP/6sLySj/z//wv7ezmVOgVcqg9f/q97tIWpVaa1CRGmZVW/QH5HnFGGTgfD8Gw/Wlkaaw+Dt/79ewt7sNABiNxhhuOAOzt998E7//v/8+AODenYeI6BptbK2hIWXbm1d2QQKUSHsd3HvgzAJ1YxCSwmjAGvy3/+gfXegcd/6nysI+22eKWeP9qVJW4qupU7M8LCXuqCv0JgFOXi4WDG5skIeW5f7aacYhoM6976+fUz/9H5KLnKNtFacvo579rGDe32dp4HdeLbs1LJSc442/+i4A4A//5e/h7/8n/ykA4MVXvv4xleh2HrWqxG3wn3/hU+Kbv/q6/cpXvuKP6XDf+dMUU44HH91zv2Ar6Nodb7loUJPZKYQFJxXezZ1NbJL55b0PPoQ1GtevXwfgVKMNKfo2ZYjjE6eOWlf1ObNfA2OdpinjFjs7ziiy00kxz52fjYwEbt6+6X/7D/75v77QOf7G775m5zPy3ytLcFJEHqwPsbHrxuBMzaFJXTiIOE6PHrnrMMkRkcEqMwbzEY1TpREmQ9x+9UsAgP7uJqaLVg1Y4vqt19z1qkYYnzp/nShM8eSR85YKozWg9RgTHGXlPqu1ggzd9Uk61/F//o//64XO8bvf+z178Og+AODwyUMc3P/InYsBBmQcO9jdwNIRkkOAFJrZUoidwaIVXxc8gJSBNw/VloOEfHHv/Q/x+J77jetXrmF73d37ej6GIoXtKgrQ0JcZo72Jq5veZBAaRPiH/90//sxz3PrW71jQGFrPMjxHa+C1tS5St5xiAeDhmRsrjw+OMSPTUqEtND1XGliYpdsmrLYAGUpqlUM1rQeWaZcdcMaxFJa3gDcrZmBoPRuZ91D8edPh4w++e6F7+G/+/M/8ejOdTrFYOEVxzjkyMhTd2txERd5jWjV+7Xj8+BEiUl/POh2UpPIspUSaJt44V0rpPbTG4zGOj4/88ReFUyAOwwAVqbErZtHpOMXl4WALunHnNhgOEJFhbDeJ8e/92i9e6Bz/jz/9PXv92ivuKuUa/+yf/GN//H/r7/xdAMCrX/sqvvCcM1E2qsTB4V0AwMHhMXpdN1+3t6+CLBfx4MEHuPvGT9FP3QvhcA07N26763hyhOOH7vNRIJAXbkzsXLuK7tD9xu6159AbOLV6Y633CtTGIC9zuh8L/Ptf/uInnuMK2VnFKlaxilWsYhWf63gmssPZMvNl7UYe53NmF61fjIH1btkAzv1twXH+PcsvMEuLGYf4+E/bc2iO/RiK04JKn2Z1cZnNfVHWAGX9WmsUZD+/vb2JrOvccR89eogFeY0AIQLZZpQMZX0KAJjNR1jfcLvc4do6VF2jJA8QrZeO7IwD48mMziMAaHd1cnaGKfmCwQIZ3RkeMI+iRWEMQ944R4RG/U2FYgFAqM0vRPfw3Af/DABQNFeR3fwvAABzlkFTfsz9pXfHVnOJdeaOaSua4U6xRqfC8DeDtTw7Ws+w/y9hrfWDp92JcbrebsyTd9nHZoBBNXN+LKyZY3J2SO9RAHljOVSk9U376x1blmV+F8g5w3DNoYvrwxRV4/ywZuNTVOTW3e2uo6LxV1Rz1MbthKuqQkXfc+vWddRVBUVeRkpVCCO363zpSy9gn9Cjd3/2IYqCHGosAEJWA84RkMvwZHrmHdCrpsFk7HbuaS+98DnaokJI15sLQJAfUNbP0GJkZyeHULk7lzTpwJLTurSAJh8uKa2/zk3FAJPj8IFDNzQvkAzdPJUiQ1nN6dwVej3nCXW4/x5CQklEM0dOruHVYoyqcddUWYuo465JU6oLn6MQHIIQYOd75eAO3hg8eeCQJQOLrT2HiJCxGr2fLQeQte1KCiBEnhtMyMPr8f5jHD52iFczzbGx5hyok7SDOHG7/ERaLGo3X2trIGj+WGP8FpiBwbKlw/1FQloJTc7sCDkgWn84hohgl0JrPzcCqbDVd2j1L7z8ZQx7buc+rysckdt8WVQQWLq/V3XuneObWmM6c/dwNJ5iQmtorbW/boIHYHRS1lrv0XV+Ml7GNimOY1SVQ1SCIIClcScEA6fzDUKOBfnsBYGEJB+zRpWIuTtfY2tIWuctGjQNQxg61GM+n+LszD1b8jxHXbvviuIQhuZyXtQoyONPxBEaQruaugYsuaQvKpQ0e+QlsI2Dg7sY9p3T+Z2ffIA3f/gjAAC3Ct/+wz8AALz1g+/j5Vcd2nzl2iaMcM+1s/EYatMdSyA5TmduLWBMYXNnG0/vvQ8AWA8ldO2O/+mj+xgfPHHnmMTYP3RzIe73EHXd+jQej7wnIBccNVVbSmsxLd1v5/XkU8/pmcmO5OdwUwCMkh8G5hcfN3jo/89NPw27fD8j4zwQjGiXiQznOFeuAs6nPn6i8aWRpjVL+NZaBtuWzezys5d5vJ6N5x46LMsanIzGRJRgRoPVMgnOaaLmNfLCTcK6YTg5pqTjqcXpqVtUhmtbGE2P8I1vfBUA0Bv00CETSskFCjLPXNtcR4cm8P7JAWaUaD09PkLYlou49SU0WIaaDPQWdX7hc7xIMKvxeuwG297b/wv+6tv/EgAwf+U/g7ntJqe1zJex2gRxec0V1hs3QG+O/wL7vX/gPs8ysH+H/NfOH6tLvu3y73Ml2nYfYHSBpw9cGSlj8Mahxmhv2vg3EWtra0hTlzg0TYPplGDenSGee/EmAOCNH5+hoEWxLoH2mZNlHXB6SHMufCmtrHIkUQguQnpf7M1s057Bi2SyaViJ/f0TAMD4dIphzyULSlWYTt1ccA8gSkI6fZRkiLooLz5OOWOQ3F2/OA79pqaqc4zoQV6M5ihO3bmM1QRxRg80aREQXM5DCxGRSabMwCOJoqKH4KLC9nVXymkUQ5G7B2W/t4WGjvnpw7ug6gB2OsKbKjYcAHc/Yo1COXXvN8XRhc+RMe4TaCG4y+oAZN0+KjLEfHT3Ceq5++5o0Md4vqDrUKHTcWUSLgNMyax0Nitw8OQY45Fb8I0psEGJZ6g5TEOlocYi7fTddeEZnrznEvMyChB3XWIJdc60mLHlzvKCEVgDbtsFmmFcuvv5aFahF7ixWRqL+ZxKUmWDHfrtL93Yxpduu5LFtNY4pPMJhEQqgR4ZaFZFjiRxG9GqatD6BRvGcEL3+aP9fbz73gcAgHffv4sJJcgGAoy181j7Z89lyt9N00CRwbBSCg2Viy0aSEr+82KGuqFkJ4z9Zzm3SFN3Hko3foPAOXelrMS9dzwe+e/VWoEL2lTWFSytwVVVoVFkYKqlN6ieTqdYo4TeGANF77lMQvf2T/8K22tUYjp6ipR+/9UvvYqYJlrdGLzxvR8AAN55K4UI3XXd3B4g5G6cKmsw7LuNWRRFyK5dwYLMaE/2n+DKbfcb+WSExw/dhuTa7efRSXcAAPfvH6G35a5j3FS+tJd1MmiifZi6xN2ffQcA8PD+z/Aff/Vbn3hOqzLWKlaxilWsYhWr+FzHM5Edwc/VmOCRR4f+eVLxEqWxdrnjhcU5BAawrEVmPr5jNudKVIxZv5FgvvD18d8wbEkiNtYsyWbnM/NLZLDHZxMPiTLGkBCL7t0P7vrvjqMQitAYMAHQ7rNRGoF0WfrmzsCfvGpyzMZjHD1xGSy0Qr3T7oYVko7blbz++uvYjN1F+ssf/wB5m6ka+J3svMgxJ0KaFCEE7QSNPk9+/etHe6UCafBq4bJ0++j7mNTufwqEqNobqeF3bT9/hSWAOne7fHX/hxh85Tfd8dvOJ7z7bz7+Oju0T4qWusjgkIYWq/xY6dVaNzcAPLp3H/v3HLEu4ww5kS2bqkYqa6B6AAAgAElEQVQYUwnnb+D0pRSYzx0KwRhDHBPb02iPRqlGoSVO5vkUw777faU1GuXGUCpDhLT7NA1QNxXSwI3HMAz8XHz69AmiyKGRN2/tIiKy8NNYYjhod40am5sOzXzw8CMcHh2746trJD33netrGxc+xyjrYDIlBKbSCLTb2YqOQH7soPA6L2GIoKwVg6LLoKUF1zQ2FfOl9bSfYDEpYEElkKKEJrjfKI4FIVMxT7EYOwRFlzlmU7ebXA+62Nx15a0Fj2GI+Xvy5B6aOZWp42eT/88H4wwtFM4CiSh217WfZYiyLgDg7t17ePzYXcv/l703a5IsOa/Ejvvdb+wRuVZV1tb7hl5JNBaBi3Fo4IikzWjGbIwm02gxPegP6EVvepKZXmQy/YMh52GkMXIkLgCHoACCaBIgGr2v1bV1VeVSucV+d3fXw/ddjywAXR2JafEBlm6GRlZkRsT1e335/JzvnC+9voODY1oLCmNQ1mut48JlxGA6nqARRWg16Hnp3EAxvVcKIGoE3PcZjo8JhcpHhyhrCiQKf2rJrNdzc/p5ZSq7RuiywjSlZ1hqg5GzWDcnIzqhx9LFpQ2iS8o8xy7Pn9u7x2BGFq04BPIJNns0phqhA4cR+F4/RBzT6/1+Hy0WjyhtMJzQmPnJ+x/i3/3pXwIA3vnkFnK+NyeX0NMsG0opi6IMh0PkjKZWCtBM8bbbDaKyAWRZgogRG893FonlAFyPUxQCH1I6cFymu6Ww4ghtFJSizyrLws5xEvTwOp2mgKHt3JUh8oLRJpPbBGXXWb6T7VaM3XuE9M/2j/HYJj2jbhRhZ5fGZhgG6Ib0nZM0x/CI5u7+7iECh/q7KRQcXSOOgBN0MB3RnNPZGPu33wcAXLv2DmYpPa/m/BCPXn6WPzdFHNJ61e5EqBgt29/ex+EhCXfGw9u4df09AMD2zmejrA8NdjwhbZBCJBXnqoAUTwCpsqyaSgPaUl0LxZbRxv6NljSBapGLOBHsaGksbCoFoOsciZPIqhZW2SWwCHa0UnZPEWZ5wKpSBi4HEEYSigsA0nPx8ovER7quh3dfJ87Sdx00GYYcj44tRNnrrmLOD0tpheHBCB9/QIqObJrgzffeBQCkVYVzW7RZ/M7v/ibA9EKKDEdHNAh8x8cuvz5PE2hN98FrhOgy7Ol+QZkw9TPa8o7wdPIOAOC4H0CFtImZtS9DG+ZJTfEz+7a9CgO4nTUAwJVz67hVseLlFBPsi2jGmM9dmE/CueJE5K6NtqteMh7i9kfvYecOQeFxo4vVTVItdVf6MByYvv/DvwXPRfitNiZMhSTjDH5IUK7BYr4Y/GIBWVFkKDhPQEqJkBUds9Ex5hwgqLy0R4Rm04cb0qI4nY3Q69EmsLExQMS5ML1OE2EQYsSB9cHBvoXnL17csrko+5M9VKwsGQxamOX14q7wza8QZLxyfhPf+c5fAwBa3S6ee4HmTsTUwzLNdVzEfBA4OD5E1KHrdJRCdkzzQQsg6tN4FNqBkXSNbsOBZiVaqTRcj5Y2PxDIlMKMA5njaB/+PVoYq9zg8FNaHA8G1yAlfa7jKoSsXjPtdTTWL9B3Z0CSUH6WqgwKftZYTlBH1ywWeTeO68DlHI3h8BidFaINV9c2sLdDlHA1SRG4C/qmrKiPjXYTG6xQOxAOXAeoeNOdTybY4pwfRwIhH+AGgy7aTIPduHsbJStBW0GEnJ+7OBnV0x1Yum8Ab/a86RZlDs0sZlF6mPA6VhUFKqY33UAijClP5zgzyEc5/6xsUCIcicgNMdV0H5JM4MPtT+09eZKpkIuJRvuY1h3XUZA8Nn7tpcehNG+S/+Y+Pt2jZyiltIrh08zJ+Wxm8zFHo2OAA+koCpDMOJ9mPrdjMMtKBD6Na2l8Sys6ng+j6W/yTNPzE5wHVmZWdQwoaA52qqKEw4k+jnAQ+rTXpWUBxc+wyEskc7o+z3cR+RREl8XyB2QXDo7v0WH9/s4eooDu/af3tnFvl+ZMt9FAxMF6kZcIeZyWlcZ7//AGAGD3Xh9bl2n+CEkHyPER0acwGYL7NM+8APD4XiTJEHt7nBrQ7OKNH34fABDHHRQcAY8OtuEIpjmjHFPu72hY59b+bDujsc7aWTtrZ+2snbWz9kvdHq7GkicTi3HCnWCRuCaMtn+joQkeAdFWgqNmLReKLWnYg8cG0ouIuv4dUPvvLHx6FlSZxiIp1lgI/0EfnuVvgIFBg9GStCiQJhQZbq52cXnrHPfFwd/x62WZoW9IaXR0NEOu6IQyTFIozpIvyxxVViJwCdm5tdJH+xy95/kv/wplywNYGbSQ5/QIPM9BzslXuZYo+VTT8AN4PtMhnoOKk9ZcL1i+kw9p9YmmzBIcsZJINFoAIwHp+ssLZAnKqrHqp2ZT0g3wYnAHAPCEv4fXZuTTg+6T/xgs1i/cHhhbAgAnfn/vT/4Id95+DW5QY84NaD5Zxs0G2pxz2Ov1ceFRSqqMVzYhAjqlFtA2lVueoH1xQvF1mnZ/Zx8un+jiOLZoZJEmVl0VBBJpWiuSHChF8ycKG1hhpaAjXRzcp2RjrR040oGq/bNKxyZ+SjdAzhTE9r1dqybp9lfgsZ9Np9tF3KSxubV1ERcubAEA+oM+Xn75ZQDABx++t3QfZRBY6qpUlaWeVGbsqVQVAt1zdFI1QiGd8RpTAabgNakZWNotbDio1gO70jWbLaiKaRZRQbIyJktHyCt69mGUY/X8o9TfC48h0YQKpckxMkZvO911SJ7vCJdXYwkhiMriVqujTOXA42e60u/j+IhOz0YqaNA9iUIXYDrdlCluXCPU8ZGrl6HKHJMR/S7NM0SM4LjCIGNK42g4ROBTf/1mG0fs3eLlOYRXCw4Wa8IyKOnPNm3VQlVlaE8AUOrKrhVaKSs+OUwL/OBDOsWfP7+FfsooVLcNx2EEUTpora4iCGiszZMcb94ipPztN36MKzy2/8vf+328+lUad1FQYnpA69HsIMOTvJZfPbeBu7ukcqrMg31dts2m0zqvHJ4rMZ2ySlIIq5g88A7Q65PvjVIaZU5jJHQjpBNOSwgDO4+VqjCbJsh4byhVAqU5ST3wkPNzS5MMEXutSTgo+W+iwLP7MIxBWfJ7Qx+uQ/fUqOWxjWyUQpS8H1UZPt0llGc0HEKzejNw1tCN17gvQJf3jKpSmPBeNrx3hOk+zatmK0KnL7HSZ6SplCim9Lvz/TXcvE3Pa/vGDoY7jFZrYLBGVPjjj7XwHqvC8mSCixeIfQgiH7OEqLWj4S9IYznyhPz7ZKIOFgGH0YAx9QYobM6OhLaUloGpYyBokMmT/aSTAY5YmA9qU0FYQ7cFjyWMoTeBAjHBG7ELx773NJtrUWQ4HCm+NokqpZscOC4c1lffu38XCfOk43GCipVIk9kMGe9o42QOn7PUy6KARIWUFQdb/S5++9d/g75PAO/doIn649f+3srzD3b2UJ3gkkOWpHbbXZSs3hhlKUZHtFHVapf/1FZTiCteiYg3iHxuEK0SRL4TNSBqLBoLc65F6Ft/kEY2pUWkIVPErFj7xyWx+FL4/3/6uxf2BQvp+EmK1HNcXLv2EQDg4/ffgklmeGRAEGy33bc8+Hh6ANelCdtZO4/Ok2RM11+7CMPjUYaBDXZgDKS9X78YmJrOc0QRvzeUuHXjNgCgGbt2A3M9gTCs3eiEzUWL4yb2mGf3PA9TlurOpyVc10enw0ZdWiPL6TqPRtesJL3RaNpclb37B+gMaIG7cOEC5qwUKssSL75I98F1PZSsILy/t7d0H904RDqvAw4XupaWHipIVkeFno9ugxRFaBg0GtTfw3tH8CWbp3XbyDIOEOIW0sSgvU7P66lXfgPgvIjpZBtr6zTP0sl9HO6QJDZsOoh6tLF2BusIWAX30eh7cAO6P3HzEirNkLk8XLqPRGOylFxIm6M4TxM0wvqwVEHzWO2vdiGO6Ofj4xHaESvyjMSE75XvShQVsMJ2BJUqMGNlpzTa5oUMR0Mc3qfn4QYNTDiY9ecJOn0aA0qfYvH8Oc0LXNRsiYFY0ERlAcVBnjIagtfKzuoG2heuAAAKKVHwrBG+A49pRQiB0TS36jPhaKxv0OHx5RefxnOXiF5+/NHz8HgN8+MQ/TXKM0mTCYKC7nkohN1XDJwT+9VpViph50NR5JjPOddLlXYtmYwnaDRpPJZVivGExrKUjpWLuxCApPcao1GUCgUbMlbGRWW4L0ETbZbnz6Yzezg3Bjga0pobhhFUxYdSF3B57wo9iYgpWd9/6Hb/QNscbKA65nkym2A0pyA/7Hh49cs0z4+2DyFLug+b3T5anDu1f/8AmteFdDaDcGlcz4djHOykmK9RkNJpNlFUC5Wc4cwHMQ/x6R02UZQSvqbAfTs4xu4eXcdsMsLRMY3/x/UaBOcONTqfbXVxRmOdtbN21s7aWTtrZ+2Xun1OqGewoIwWJoECemEYKGAprcV5mf5VmxJqoxfIvX2N/ilxAtnhdGWAlFkLz5PFdUhoqFohczJxGWJBaZ3idNLvt3DI1uWNZgetAZ0az2+dR8aGR+PZ0UKBpRTaLfqbzbV1eyrO0wxDTjAu8xLzco7REUXdpirxox+QD8DhbIb5nE/WkzEcTuAdHRxhyFnqkN4iOS3NkfPpaJglKLkEgfgpYOUXbfUps0rnECOCKtthgG4NdytpqUklJMRPITr2sQoDwcnajvYQ1kZS/8gclhBiYTp58hcGJ8bWgm6FEQsaVil8+CYp0qQp4XZXcMjo3PrlNVy6TNRGIV2AT11Bq4UipSPJ0aefQHMCadzvw1uhk6XXiFGZ2mDwdGdI27SAKvlEqoDJiMaQg8iibZ4bwmXFi5QOMqaEJuOZ/ZjxaIrVVUJmwkAjmaeYJ+zjkuf2gfqxaxMsIV1srG/ybRQoVJ0E3YRmqmw6nWJlheBmx3FxeEhox2y+vPkleabQ+F5tdxAwejmsSmQNurCNSxuIuswh6gqZS6e+iZnArxVYSYmAlUmqcKBzYPMS0Rhxs4tCUUK2F0o4kk6CR7sJWh3y9vA7HTTYSyhu9ZBlNJYvPfoM5jPql8obSI4Iedi/ly3dR2DBYgopLY0ym8+QTW7zdUXo9miNaTRWsbZCJ+HjoxHShBNtjyZoxtTHwHPhy9AqBKN5jPuHtPac31jH/jEpnDYHXXhMgUznKSqeD/MkQbtHyJeU8gEFVp1KsCyb5Yc+wKUKqkLBZY+XwHMhA/qOuNvF6jolUA96K9bAse37GDAyqcoCo9ERX5NBY2UAw2fzOG7ghUdoLvpXtnBpnRCtlUEMw2t2BhcRCwSEAXxOVn7qkUt47b0PAQBlqhb5FKeYlNPpFI67UEHV6iiltDU3zcscRc50XmkwZzWk5wTYP6Txl+sRwOip4zhIC42sVhRKBc0UVaetsLlClFgYx6h0bWIo4fp1GReBlQHdB60MFN/3bD5CygiZrpb3vDp//hLuV0PuV4n1VULSfvUbz+KFlwhJe+Pv3sbHr98GAGytdtFnbn//boqKTUirvIRh9MZ1HeQJcH1EKLMfHKIytbLMQcQ05erKAKMhXWue5xjzWB6NE9SmShc2LiBhZPPN129j4xGaI2ubVz+zT8vjWp/RzJKmU8tQosvxpp//fafZXlf6LXi8qJ87dx6PPUo3q99qImao9YWnnsLBXXpALbjIWb3SC3xsdWhCzXUJo2rFiAG0wpwHpedIdAc0WPxeB/fukdJidWMdAx6g97zbeP1NUkOlpYLgQTA7AXVPs5xclwHILxiUy7VAktGg7HVa6GraIGVVwbCMUBoNY1c9c+K/gIRBT3M+QyyxfkSKhwAK87rQjzBwOIj7/9NX2dQ12U6E31LKhUrvBI3quNISc+nsCKP7pPJAnmCweR4QtDmI/iVsvfp7AIDCEWAvO/zgL/4Yn/zo2wCAyxurmPM9LI2DwSbB8y/91u8iXOX8L6V+IW7PFQ4crl12uH+IFsuUfS/AkIN1R/pwXdoAkyS19LLWsIaExgjrhhzHEWbTHH5Ai2Gz2bHKIi8O4fD4l0IgatL39ft96wAeBAHaHOyHUWi/w3VdHB6x+eV8EWh9XksnUzhM3/YHfUxv0jzxWwLS45yHOIDPap9sfwiPYf+ukmjzcw/GChM2R0zzKfrNBjY3Ka+q2R6gYu7ZVR3s7NF3FOUUKyu0gcrQR9xgCXNZWXpgpfcYtKL7WzglwE7q5SkYZQEKRAEKJmoTusFGH9usDIsrg6uXLgEAkmSK0YyVS8JFzou9ch1kHGSLKofvwLqrD1ZXccQbRNzuo8eu2LHIrVpvXkzRjumZFkmJhCmiuBUDJ4xaF0vykoNWCDi8dq332njpCbqnX37hefQHFEAGjQCKcw8/fv9tJEd0yHp881GEHBBNkwQ5B5xpkaDUc0AwrZVozDlPZl7NETt0fzpNiXaP/saLGpAR00COgJD096/+ykv44YeUS/n6B9c5G2px+F6mZVmGkD9bSgcxB52e58Fx2NZBa6RzVgoisLX0igz45AZRiamaoctW+asrqxhOMyQ5/12ZWTdlgRZCl/aWZmsFCdegq3QFUSuJIRYmhHmGkpWbjusjYbf96SzFv8I/X6qP80TigN/3ta+8hLSg77y6tYEGW2o889xTGB/Qde0fHqHHaizflWhyccc14VtpvjICiRYQbNCbF4W14tcooQznnKUzSD7Na6Fw5SKlVFy4fAVvvUN75CuvvIJ33nrb/r2e0DN4+RvPfWafzmiss3bWztpZO2tn7az9UrdfCNkxD/nXA795wM+kfu2zP1dQXYnP+e4HybLP+OKH//5Ecx1gwH4ej55fxZMX6QTuVpRUBwBx5OHFK5Soekd6ePOtDwAAt48OcHiDTgmO1hDsvSJh4HgBfD5pbl3awh/8d/8aALA3HOL73/sbAMA//c9/B502nWS+++ffRvlnfwGAKtjW8LFSCq63ULhZRcMpbdw/q9WfklYRdjOCzh8zQ5xv1gqDMZQg9MozCgrOz/sYlEZgu0VGUNJ/EypgeNVJMGCYd6raMGLRly+y2YR3pRambUJaGk0bbZEOKSWqjE4tRwd7mE8J5t+59QEmB6Qik1ohn00RxdR3XeYWco5dHyUngN75+B0UI66NdfkRnLtAVEh5dBfDe2SY9eZf5Xjs678DAFg7d/nn+Px8fitNgZCpxelwhFaLFUlwLVLQbLZspXODAnlWV4I31heEvrum7YDBygoa/FntbseqQTR0XVoIZVmh4OTsKAoRstlg3GphfYsUWKbQOLrP5QfKKQquORXHtnz35zZdZPBUk79zjrrklNN04fPpudNfQb7HCcGHKXp8wg680Cb4Dzox8rrifO5g49wlbGw9QffClUjr/s8nmA7Zc8Vx4Nc0rBfAd+g6ZqM9uA6dZA/2d22V6TItkddmn9HPnxM/r1G5iNpLTNiTuTIG25zM3QhjW3pjnkzQYgRmPBrjaMyUe2+A/C7d79D3MJuOUTCl2G038eQ5gvWbvocRl71JkyOsc8V7YzQSNqk0QmLGp/i4FeOk1nIhIlxuvqrSheJ7v7G+hkeuEuWx2ovR4XIC89F9VFyX63zHhxPTtfpigpIRBKgSKmWUNCng+ZEdS2FoEEWMKIYrCHmtkZ4Hl5Nx3ciHCJnmC0J4gj53tdPGy08/BQDYORxjZ0ivl6fwZjNGWz8qwFhTQ9/34Hl16aHUKrAc14dxGE30AvT6RCN7lY/zK/Te9fV1pPcOkOxzbSdtMJvQPRJqjBajKZEfI02ZWnQqOFzqqKoKHB8T+4AyhVOLe+BhytTnPF1eNVgajWdf+RIAoC/HyFIaK+vnNxFxfarBo+cRSGIs/uFbf2tRw063AY/9tTaVQsUZ69u7h5AqQylqQRAseiwcAZ+Ty1VR2ER8BeDg/j73sUSDac7AlxissFDBE5iOad0axJ/t6/U50nP5wCCv+UghhM1BAOqaVtRszStHoAaOtNY/Z4E/yQsb+3d28f/MubUIiH56AtbvPU1Jov/+v/nXONinRaMZRagSumnvvv2+5T1f/dqvYqNLA/T44208eoEm8DhJsNplHjqKcMhSztl0hKLUCBlKr8oUu3dJVpdCIWHX1vHBPjQvmNt376Kq8XAp7f01BghcGlyuK6G4wNtC6vOf1mq6bLtxGXtbX+fX/gPWYrq3G/ktJDGrGoQPIZmas8+c/q4UDjTDmINugHaXrvmKc4TNjALC78kvwwhagMQXCCpqAAUvsL7QGO4RLH7n5g1ELI2++PjT8HjBuHftQ1z/yd8DAHY++QgZ55Vks2PUKrNOo41W3EDOQdlkeoR0RhtjJ9zEfEzPcHK4a/PQwu4qLr/yawAAmR1ifJNg1g/ffQ9/96f/FgDwn/2z/wq9DQ4QhMSylntxM7Q5ZJUu7aLe7nQgQfe6KLSlqBxHUv4EgOlsbuH1KIrR58KQrUYLfhgi4ECiVAqCAyrHocUFAIxJbD0tGI2I76Pre6gY/4/8CKFPn3P/8AA3rpOr9E+L9h7WVqI+Kq43Nd27D48VFl6vgTHPk6Nb2wg5X6njB2hyv+ZVCa/BLrWbG3i6R/SJa9bQPL+FXpcOK45RSAzN2bUrl7C+Qvdre+8TbO99xF0s4NWfqwo0OaA6Ot6Fz5vs9P4uqhm7AHPB4GUaSc8X62h9CpzMMhwe0UY3dVMMR/Rzq9mAw9JhJ3DQZ5l1d20TI87F0UZjPk9wwO93pYPzHIS+vz3E+7cpgP/93/wy1lr0WZvnt3CDpb7XPrlhGaIVNXgwAK8FrksGO2XhQHM+29vXbuLuNn1HJ/ThOCw5BpDVxceg0GDDupVGEx2/ttQosTqg+3phs40LGyEanJ8SuiEaDXoOzVYPYciBv+ND8mfBkTA8ZqtcWQVWVRZWPeUHPpp82DxNsFNVCvXAFkKecDR27X1yXdcWS56nhxDs2t3pb2CTTWVT3UIsaoWZxBNPPoVeh/NTjg5wzM+3LAwKprem8wol5/XoSkNyjmBVlZAcgIWOgFfnYiptDVC1Xj7YGWz0EPLa2QkkVgUXdtYSLq/hjghw+QqlfWQvDnF87RMAQH+1g1U+OMRBgJTl5ccHBzCBg4zTO4Tn28Ok4/qQnE4ym04QMLWeFTnmnDaST6focNrH0d59tFiVNi8zjDkvUT2kj2c01lk7a2ftrJ21s3bWfqnbQ5Gdn47mH6wAXaMxBlO2q4+ixgJdEfJEbSzzM59Vo0QnUR8hFvVAPvsk8WC9Fq1PIkz83lOcJtuexMrlywCAUTLFHteh2bi4iQabQg0eeQR7hxRln7t0ARtrRFVc//QOnIz+/vHHHseF/BF6/frHiJwAwyOCFR2p8e//6A/p/Ve3MNsn5OFP/vAPbZn623fuWp+bSgh4/GgCJ0SvQ1G1MgYJ0xHDg9HynVyi5SLGBx1CJT7W29jETwAAV+Y/wSetL9PPch9OSujGp84ThMpxvPy0t40XDv4cAJB0ffwXX6ZrvvDu9/GtKft/9CObWP1FslgSwJT9Ju5eexefvP4DAMCtj96Fw1D2K7/+29YH4p3v/gWKIaF5nhRwGDmLhEarS9cdt3vQwkHJCdXD/Xt44/vfAgA8++Vfg2bUwxMGAUO28/EQPp84g83LcJr0Wecyg0/eJTOst/72z/HVb/5L+r7uxtJ9FELwiRIoisKqoKAdHB/TqWY2SW1F5EoniNlYrtMf2BpWvu+h1aJrbDWIVqxRxCKZQ7Piy3c8BHxKVkrZk5aU0kL4juNY1VXLb1hvm3u393DrGp3oHXd5uvWpsIuA6zjteQ0cMz2IpITgxNy2qdBlUUCv3bSnu0TtIB4QBb31xO+hu/44ACAIWmh1VtBh35zAMSjrWyc8q9w8HO3jtR/+BwDA9WvfQj4kNKQQMYbTOsnawZwVk2lybO+1W50uG8DSWFIiywjJOh5ObXkRB45FfAw8lPys41aM/R2u/r67j0tMuQthAEgIFi/McgVwOZHu5hryO/QsxukEj6xfBgD4YYSNDRp/b7/zHvaZKrjyyGW7Np/GaK9ulTDgaggo4CFnf5mjSQ6XxxCiAJrRKqUrOFyjZ3c+geQ1vFAG8S5RTN1P7uFLl1fwtS/R+nquHyBlWsWVEpL7LXwXgiktBxIiXdQ6SxkZ/HB3H++x59S4FJBMUQanUA0IePbe+F4IxapHo7XdfLRScEI2bC3nEIzMHA9HuM407GQ+h8eeT4N+H753hCErtSaHR1gfEKIuRAivweV7fLHwBNI5kjmb0yjA5dSGQmdQXJdLSQnp0roXhcvTAXGjDcH1x/q9DlqMsgoICDbixAk14dbli7j3LiUPX9xah8/KKlXkOODnKIVB6LsAiwoUNELuvx/6iNt1SY3Clt0IPdcyHo4BCqZeJ4dHmHOF+2E6Q5bQM6h98n5ee+gsPUkx1R0FYPNJ6GeDnR1aGFqtLlyGfzu9poW+lVInHJANtDbWlbeGyuneSSvdhfhsd8v69ZNSP4IS6+94WK8ebNfffwsXLpFSQzsOggZdf9DqwosI4rx//wCf3qeiaL1IoLtKrwfTBjx2bfV7HaywMmVUTCHKCk+/QHkCQRTiR2+8Rb873McG8+Z5XuLW3bsASHq6uUFyzFmewzhc20cG6HQoWJhMZzge0mT4ogXdQaUwcgmS3PMex/rkhwCAK/PX8c+7dO3rySf4/pDlnKtPkVEAPwt3uod3dmlxWVlt4Hc3qF/funcfN1v/AwDAM56tEaW+KO08N99yvy4Mw6SDZoyCc3Pe+fb/BYcDLZlntrhcq9WG5EJ5hdDwmI/22zGcqAGwEqZMEhzdJMfan0xn2DhPVKaEQpHT982nx8hYVhm1uwh6RCVcfPHXoVmRdvuj9/D6t2lTfepr38T61pWl+qeUslRUt9tFt0uBeFEUmHDBQ6OltSxQWiPjnIF22ECrTWNzda2HtTWiZLNUYzSe2A3f8T1kTN1WqoLPsPLKysoDBtC1JNtXufgAACAASURBVF2e4Ivv7+/jz/79HwMAdrbvwuUgp89WDsu0jnDh87PwBgPELKN3hQF4PrhCosmuw6vdrlV6NHqbeOTVf0H358LzdgOSpkSv5eDcgN4zSyuoVNjPUixJXutv4Ou/QkGoiyFu3P4x3V9Z2YDN9WNMx0wtJCNUHDUlk+UlvRCLuVtWCoeHFNAdH4/hWjWLjw5TY+UJ2iVuhuj0KYD+0U/ewQvP0thZP38O82mKhMehQAGP+/X0lU2s9L9Kn1vOcI9rbiVpAYe/77lnn8GsmC7fh4c1RyLi8dR2gLU2bXqDRsNKwQtH4oif28E8xzH3b1wUcJiFMNK36tCDMsFonGB1lTb/1dVNVHUx16RAAdoAm90IoawNG2FrSM2zEv/Pt6hu29/+w5u4wfWTklLCEbVSdPlgZzwZosUbs+NIm3dF7tF1kdoKKJlKKgI4Gf1NWXlQBQcCyofgA66Mu4ApkHFe4CSdY5MDN+FIaO5XUQGK1YgaCobVokYAUYMLpfoaLORCUWmUHGgF7vL5c2HooKwrpRp1wuPFsRYvQghIdlZvtjvw6zwbI+x8zfMJEq4+IF0XEg4ES/JNVSLlgDSMAwwGfAhrhdi7R4fX3dkEFVNTnhFoceAmqxIpF42dzxPknMdUzCaf2aczGuusnbWzdtbO2lk7a7/U7aHITqWqByCEGmGpjLJ25lI6mDG0dHhwZOvxvPjSc/A4vFRKWdhdGw1VwZpjGRj4bHSljV6UfBCwcHme5w+obQSbUDnSsX9zsoKtPgVoMFjfxAc3CIVoDlbQZGXFzVs30WgSAjOZZCjYW6R1YQ3lMUHZ51stxDH9TbPZQsQ+I1cevQJdVdhgIyYHwNe+TtWhp7OpPRFL38Mzr7wIAPib73wfOzukxkgOC0sbFHmFnKtMt9sdTDjZK5l9dnXXX6QJUcJnT/474wb2xO8DAC6I9/CVW/8HAGCcNDGJCaUptAsPFSRn1l8Pn0C7z1b0x9/BrfFlAMB7zkt4xCW040bVxtztf6HXXbdWh5COl776GzjP8PwPv/0nuPU2mQR6eQJZlxlxfOiaSnA8rKwQolY6HjKuPdRfWUfpuajYUl9VemEyibsYcjJ6ELjwQ6YTHA3DyIiEgWZks7WxhbWnqGZPnqS48T7BvYXTxG8viexorS0KurW1hQaf4j69cQvGcL00N7RCmlbUAjz2gEpz1Jzy2uaatZsvqwzK0MkRALzAh2Qr+ziKEPD8DcLQIqhhGKIRNfmqjK3zdO3aNWxvE2rgSUVSLwDHh8uXi/DDGCNwDbp0jmZAfex123BOILgNTpyUBri2QyfA/nPfRO8qzaXZfA7H8Mm/LDAdHWPIJRPGsxwO35fA96wJo9EGfUZQH7n8DVy/QUq6RqMDcI2mdH4IldWU4SFMrchhH6plWp4VtpbSnTv7OD6g+VwkFdz6OfgO5gzHp2mKLz3NCM7mCgQncKPl4dKXSFXUMAHWKoHpjEu0mAKH9+nn/O4YK2xKmOQFjrlmETTQYe+k0HHQ4MTn+h4DD6YYmCUTeK90PFxdIeTw6a11XN3g0gBxYFU5e8MxPrhL4+LDMsV8Vhu2GouWaZ1aw1MhgKNxhrevEYNw9dJlxHyvgrKCjOjZdgLf+rO4cmEW+tff/3v88be+R989TpCzz4uRPiTTPafxvhqO9lApGptxI7TPTStt0VfAQJY0LsqJj9mUnpsXu2h6tGdkqkIYEfJpRAAtpxAePZ+ou4qKk3wrrTHlZHii/2v0NUPOqjYBhfU1+izfBzzOjhYl4LJxbRwsP07LZATpccJ/mSHTtBY4jgeHlWVCuRAVl6KIAuyMCFUZpgUev0qUY54ojPnajesiL4xVy8oTRQOlJE8rgCqo+2wKWpQlckaCgjhAFHMfTAmPPyfJcxhOGA/0Z4/ThwY7aVEsKCQDKF7ADASmde2LtLA1S8bjqZVGv/3+Dfis7CjLEmUNO2qNoqgw4/erqrIbu9aLYKdQlS1mVhSL91dliUeuEt1y/tw5OzGFFCdydpYnedauPobvvf1XAIDrP34PT1ylTTPwHayucda59LDefxoAsL7agjbUr6KqEDM3nmUVSobrzq2tIckz+Jzz4AiBPg/crYtbmPCgMK6DK0/RghU4Ib7/N39L9wFAXWluqKbo9eiaGs0e7u+zzPk0krMlmhESM03D4QPnOcz736D7432M7L3/FQAQ5h/h8VepflDcvIid3Mexpn5dcQtcmpCk/vGXr6J5gcydnhvcxkfb5FiarD4D9meD+wXzcPU4VUphZZPoo7ysMBsRP94LPSjmoB3PgeEFwIsCWzQxDprociBdlMAsS9Hi/JCW7+DeHdrMXVVhxnkGjitxiWnQwtUwhsaM1A5czVy+BPoXSR2kixRzzi/qd5eneHq9ns07AGCpq1JVcH1e7NsN9Pr0mZXKsbPH0mKj0eOcnUariTKvP0chin0rmBJVaeecaYZoc86a6/iWkpaCuHb6XIE7N8mE8aMPPkC7RUFIVUztRuOeAjrfWF9HxUrFKOyhwcocz3etrFVK2IXt07s78Fbpvp5/5muY8/wr0hSeW+dLpNg/OETCMmYBg26ffwcPrsNOuHmOit2UH7v4DIZXXwEAvHXndSSgOTfL5mh0Wny1DSQTopS75z7btfWn21/86X/EmOH33XvbKNj8TSuNkNeSQhns7FIw8PLLL+P8RTIYhMnQ8GlD+MaXX0KDaajt63eBeYI2v1/rOWZjzmHbHiIMSUIcNpuIOE0g8DzkfL/u7u5h4woZt8Xd5gN5kLYY85Jr6h989Vk8eZGUb+dXugiC2iqjQsoS+NAXGE5obH66P4JnaqNUYXNNpKngsIMwKUY1xnzgvLUzRJOHVSdyELe63G9NlAsA15G4fpsOsd/5/t9h55jeWzkRwFSvowqcSi7IrSwTzBMaT1ku7T4XBhEEZ2X4QWAdrbudJgaXKJgsjYuA5/3McZBrmpeTaYmqHCHiw7Z0MrB5O/IiR6/N5qa6sof9qlR2XjiORMmHobt376LIKFhuN3o4t8aUu7N88WjHaKvU9ao5chDFJAHr4GxKCcnBnR+42GIDyZsfXMc7b1EB4OFoivaAg76wwu7BoQ0OoTUcBkGK4RS7I3pGWipsPU5z6tIzl/DxB6TmzXRl6bzSFHBZJTkvFNotet15SP2vhwc7+SLY0UbbAS+Ei2vXbgEAfvLm26h4YctLBcEurx9dv2tpUK21rXqulHogF0gpZU+N/OF0I8WJhGMsXHEdx8ElZt9yrR9ISq7/Rp8iaefjG5+gYE7w6PgIn3CF4xeff8Zy5VEQIOKkzr3ZBDGfDMuiQJM9SpLRFIqrNMfdVdz79A4eu0onsqwqcWebFq/Ll6/gU5Z8GiGRce7SdDpFGNJgPH/unHW17fXmyOsT0d4ejhlVUqfJwl6mGYNUsoQ22oLi53i381Xg+f8ZAPDMB/8bmq/97wCArz/5GuRTv4VRTIvk5vwTTHYoz6G18VXIQ6pkPLz2Lm5tksfQaphjzovtDM0vrJSExsK3R5cpfvRn/ycAYP+jNzBo0n0UBtbjp9lssjUC4PgBKvY0aXkCpayt2AXkrMSMqxi3fYmL7F2STObImVt3/ci6r7pRn45VsOcVvkIBh4PX9StPY8Zox3xSy28/vzmOtJuh4zgY8oaptIDhz3Z8Bz7nHM2OZig5mf38lYvost28hoZW7GJtcjiiRFnwiSorENYBeiAQ8dhuNfsYjWnDH0+HaPF8zY5G+P53vgcAuL97FzFvbFmSos05Qu3O8gHd7t6urSy/en4FLuczzPPFRt5sxbizS6ia393Ak0//EwB0Ss/HFNjOkxwNlqG3ohh5lmDKm1oYNDAZ0b2T0uCQHbOlH2H9HJ1Gt3pd/Ktn/hn93N3Ea9eoj3fVLhxGb3srMYbb9POFR55Yuo9vvfEeGnzCHh1PcZ8Lc3Z6HVxo0zMaDodw+W+CKMbNTynIzmfHyOtg1HEx4bVj5/Y9TPb38fRjFOS3ugMMJ7VfS4pZQj8PNlZsRfI8y9Dj/J9Wp41K/ux6ctKTaVk/qK89eRHtFq2PfuDCMMJQVU7t9I+jeYJbXFpnezZDUpcM8CQkiwWk8q2UWqoCrqzQYZuPWZYhT+h3kduDoxlNSTKEnEuTK42//C4JFd69dmtRnkgVdsOkiuy1/fXy0E5R5rbquTbCrmOe69nDt3QkctDm7ToVFDubl6VGOafxF66sYJ/AKhwfuwgjH77T5XtRYjihOTefzHCJi2c60ljhD2IPGSPPAho+58kYbWzg32r2bHHUGsFdpnU7PQxZcJAbYDajMeQ7PlxmYiDkibxaja9wxflu1MTbP3wTALAzOgb6HOgFAjORwRR1HLHwQZvnOc5tESL/1V97BY0VGkNKGAwu07370V+9g0MuQ9QxHqZ8+MszBW+DLU26n52EfZazc9bO2lk7a2ftrJ21X+r2UGSnKMoHVFQLybdBwU6raZahNiuFdK083ZGuRWxc110gMCeMl+rPrX8npbSGW8roB823uAkhUJR1DY3UcqQnP0efImln//4OAs4T+PVXn0dUm1U1ImhFp/osX7hhaimQF0Pul4N7Bam0iqqCZilqeiuBUQI3rxOCk5UFRowS7d4/sk6vShnc/JTeX6rSSosbjSYUH0V29+/jxk2CY4sSKGvPpC+YxnKh7PUXIoRruJ6JU+BWkyJ289T/hJXr/w4AcPDBD/HM7rt49SKdREqdIGfu3E3u4e13iO666z2Nc8ek7Oru/Sk+uPRfAwCmbusLQ3YMDCSjaj/86z/Da39OBn79UKBCzeG71q262+svqBilbcFaU+WQ7NLaaMVY27yMWc4w63wIdczuykdj+FwcMvDbmIwIaWh1VyB9fi7CWCRJQFjaTgQNXH7hVQDARz9+fek+RlFsT41lWT6QG7C6WrviGhwcHNmfz18gOmHz/DlLQR8fHcFhuLsoFIq8sG7cWZqixXkcayur6LToNFlVDt5+k1zDi3KOq5cIQbj+8S3cuU0InkQF5dCJz3U9S1+VxUJt+XktqwQaESEa/V4Pc86RkqULn5GdyTxDyRRie+0C/B7lS41nU2Rc0HQ6mWDQJ1S11WpiNDq0ZmNVUSDPuLZWmuDuTTIS3Fw9h/OXnqTv3s4RHtBz//XnfxNvXSOEYD46gJzTCTK6vGXv2/HB8dJ99B0Hx0eEQI2HQ2im57P5FCVLaas8xdWLjNKEEofsqnt8NEKNGYa+D7+7QCoPd7cxZnflTucSipLuRTOOrLnpwfYuNs5RfloRRpaOACS6PVr3NE7ahAiLgC6L7MRBYNffJM1sYdfjyRxv3aT584N3PsKHO3QPhgooawWV70MyNedohxY8ACYnRWuL6XwpJEJGvtutJjxWXbmOhzbn7r3+wYf43g/IODTNK0AyumG0TQE4aaFyCjEWiqKye5svXChGxdI0sTmkSlUo/XqejfHONaJ1ykrbsbh15SkIjyhGXTVR5DNIrtYVhD4wpfdLmcCYOb+/RJbTz9JREEzJSQ343K/IDTFlZN4LXDjswH8aG4hedwNzppXagx4ajAa7AhD1nouFDUVZ5ej1ae3YvbePnJmHVqeBp54iSuqFl1/C3v4xKjaUdKSAcGslqEDIFh6dQRvzimlHU+LXvvE8AGDnxjEObg35+mL019m5em8KVrqjvfoLOigbs0j21drYjmlVImSY9eqVK9ivq30rY7n6KIwt7C7EIukNEJAn8mu0XiR1kaMof7cjF47NEJAnILgmJ2caYx7IBToZmC3bnv/SC7jYJ5i42e4iYyvRe9s7cHnxDkMPUtf0WogMdZHDIQRvhpWqFt+vNYyBDVgKra3zsTEGwq2DOAVY2DOw+QMAoHiiHwxHmHCyojCeTRRcdvFZtmnhwOWkzkp4qIeG1C40Q72ftq5g78X/EQBwIbmGJ67/L7hxg+TYz1xaxa8+S9LQ5M7HUEMaE+fufwd33qGJPn7hdzG8ShPii6yGLrTCh+yIfOMfvotHztFGkcznWO3T5uQ6gOFg0qgCTc7TcTwXrSZzyrqA5Pvb6XQRr19At0V9crTEbJ/GyfDcLbQ4FyjLUtQZMIP1TbQbdU7HTwXpddkKZeCz/86Vp55fuo8XLlywQoBr167Z4rUrqz1byfr+3qGlkeO4iZhpqLjZwIy9YqpkgjpNsdQGrh+irjTrOA56PUrSbUZt3PzkNgBgPitxtE/Qe1XNMWRZ9M692/C5GKbvelbaryXRsvVnLtueeuIpTFjqn1YV8npulxWSfHFAaDIvn8V9KF4wqiJFxnkKqkxtUmYynyKZjTFhybjnBZYunoxHmHGh0jJK0BrT+IjvFsg67ODqV2gHFEyGeYTdO+SR1Wh0sHmZvHx0tXxe0sH+rrXXqIocqyv1Bq4xPqBE/rXVVTz9GFFqzYaPwKnzn3wMOd/P8zzELPV95LGrcGSF4206FHWnJYqCnkWv1UOLx8pkOkbDp7mxsb6Om+zqHkaxtbeYp7MHEpQrVW/ey3m05AYomVpJstR6Jd28t4e/v0WHgve37+OIneorx7XyZTgSgvN3jAQcfr0qgSCOrB9WVSp02Obj3Fof/QFXBO90IDg38t0PPsKnd+kg6QURKl6/BcSi6rz9z+ma0AYV51q5UgMcbFVVaVc14XjQLAuvkENzQJRXGar6+SuJTpPXJ8+gUgmUw5YJooTQFOSGfgmjOBFZVwD/bIxGwHNf5QqaQYDQdWy+W+S6KNl+Q8nlO1tVCQR/dqYrOHwgzFQFoetyFQ7Ae6QQHljhjrWL55FwID2apOj2iMa6dOUqzl++Wt8uCAjouuAnjBUxFVmONnsQaKPgctX2q1fv4PAW+b+tr67DY++s6p2PEbi8bnmDz+zTGY111s7aWTtrZ+2snbVf6vbwBOU0f6BuVU1daaURsbHXlatXEURcEyrJLL3S63URcLKm0voBp7+TlJMx5kEqqj4Bn6gJak5Aj4B5QIZaN30yWfkUyE4YDtBocs0hZeByv1bWNrF99zYAwPMDhJz4Kd0GpuwibKRAo1kXLiyt7F5VFbQ2NpI0WltUQVXKumwKI6xRI7S2J2wpBWYsI03GI3gMBTvSWaBFX1Ah0LpVcCHrglvG2IKfRmj4DLuW0kVm6lP1OobjEW7eZyPBZog+w/AfvnENrSZF2mF6gGL1MgBg+8n/FokccN+/uATro7s3cOuHpAQ714pxsE/Pc7C6gQubdKoYHuwhTWp1UgGPa9I0It8WcI2bTfgDur547RxEY4AGKz0c10fYpT51H30c4GddlqWF6oMghMv1oU56NpysBQdjLFraZsn7Mm04PLYOxVJKq44yRqEo2cbBaEzG9Az6/Q30VzkxUCscsClmLAxcRlyVEAgiB0YvHH1rZeS7b7+Jt98kiqfXXUefVV5CRjAl9bfTiqALuqeRF8D3alOxRX2akwqyz2uOFFD82WlWYsrqnSpPEbEMPo5CVA4hS1VzFUWNQlQZKqa9hKlQMtSf5HNyMuf1w3E8HDGNV6kKETts74z38aOPyBLglbVH0RlwvaUbh1gV9Jya7go8nxCrIsnRZgl8Mq2TXD+/qVIjmTMCpQ0qvv5+t4EirykjF+Mpneo/vHGAlBG99UEHPlMScbuFhNHfZhzhuWefxT1GvPd3d22dsl958VeRpbSWBI5Cm9exPE2xukIJoVGnjyknMWdJCcVJzELS+AKASi53Lh6rEjnbL2S6wqwe93GAyxfZEThu4iNGyA4mCQpG7YQW0CzXVNqBV4tYsgLdeA0Roza+G2JjhdC28+uriLi2mxvHSDnZ/uBwaBOijSNPSOeFpX7EyT1pqd5RC70AtezKd6Rd5yttIJm+LUoJ16fxIZxFxQDHETC8tkrXAfhee8YgCmN4/Nxm8yEaLtNgxlgE1egCKqMxOJmNkLCFiyM9CKby11ZWcW6Na1kJoOB5UZyCDXAwhceISqmp3hoACBlYzk9B2D3LCGHHcmd1gEusprp5ew9gI0Djxiiryu4tQixSWgxIhAEAYUvYNVVrA4cTr1c3zqHQJII5HE5gElZvaYFWROt0v3XxM/v00GBHa203YyHkwg/HWVTfTvPKVnptNB37ehh6cBmv8mCsGssYoptUbRmtlE0/kWJhhV1pzdnydCvqSWeMhubLfrBshX7g52Xbh7dmyCY1VJvDbzAs77tgpBU33vkQPc7yb3X6VgIpTQl1ooSGpeaUpuvkGVRpg0rV6jNjg6KTPkYnQWKlzIJ/bzbQZ8gWRiLnyVx+wdJtCY0a0yU5Yx34wCqzpDZ2cOfCQRl2MRpx9e/jCE88QzkiSaVQGLpHX/2Nr+L6/jcBAAeNZ22Q80Ve/v7t6/B4c9s/PEDFYyXPx5iOmaIRCpJfbzebaDWZ723GCGpp/+pFoEeLqI56iOOedZkVwtjJ6DgRZMATEz8/uP6Z1+oyKsCibvwpcNX33nsfMS/q3W7X0rdpliFkwrrd7kBykb5mo42QlUP37t9FUrvwxpH1s4i7XWhjMOfNd2VlDSnnvagyxaDPbqWiQhjUC6VAt83eIOc3IDUttnmioGtfrDJHwFRRLctdpqV5Drd2XS8zO58Gq+toBnTXtFbwYqZ+wqYt1quq0trKG1Xa/B1V5SjyzB6c8jzDPKkrfDchmI7PygK3KgoKVgYlrnbos177y7/C39z9f+n6RIY+FyJ0pYcGO+Q+8+TydKRWygaqZblQqY7HU0ynKfexwnRO1wLHwctfeoa+05RIuNBru9dGPYBW18/huedfgvfb1Jfvfuc/4s4tUss+/Stfx94u/azu3YRy6W/CuIl2k57jOM1R8XrsehGKtA4gy0XOzpLS80la2bWsMhIBq1g34ya6Cf1mtZuiy4HZ3YMhjtkzLCkq8PKGIs1R8eHaFxLNuI2Y95+1Toz1Pj0H3/Psxih9xz73vftHyBSrFGHg1IdN7S7MgIVZpE2cQoLebHZhOLBwXVOfe9ButnDpCuWKjScFPJ8C5r39XeR8T4tM2+8v5glyRQfnwaCLoswgeG5W6QgOu4CX8zHef4eCQ13myNg6oihSu660O13rnh7HC9l7kmUIwtojZ+kuInB9KH4uY+PBjzhUkLCO0eJElQPX8VCnBDlS4tnnyFLl9b9/A+B7JUQFbUpbLsWYyu4DUkoY9mxTgkojAZSPaTht5MKVLZTMGL/7yXVL4wZejIhl6HhIH89orLN21s7aWTtrZ+2s/VK3h1ewM9Kqq3ACsgKMjegc17HIjnAXZnee59qTMJ3QatSlhsz5kwxOoDaLE782DyI1+oSHTl1WSeDBE7Q+kSC8bLs/kzg+ou8fj49RZnyiUgWSOaEre7v3rCOlF/hI2XtFGoWIT4bSkdZLRQhKwpY2lHYsjC6ksFSdMcZGuRBikZAtBO5wct10lthEb8/14LNnQvTFslhLt9p5OBcRnMtfxeDD1+jaog4Op/Q7P47x+COEkKw/8zzSD54FAJSpgmOH0BcXZ6ezORKmS7w4ROTRqfFwbw+OJArgwnofYbvJfYhwY48VNEcZHu0RnN/euAgTEo0VxAMEQWS5VIMHE44fQG5O1IqxL33GtX7mZ3xOK7IZWk062QaegWJFQxh7uHCekln3tmdoNuuikRGufUSJ4bN0hs0Neh5+FCBlVGgyHKLXG1iUqxNFuMdFI9UsQcWn5Fk2QYvVOt1eFxV7DI1GY0RcXBUqWaDATmD9YFxv+eTdNMsxYwRKaYUuI26tXh+GT7OOq6B9+s7CSOsgm6VJbcyKNM8w4xo57VYTXuBhPB7yNQ8tHV/qHCVTDUHcQs70ViJyjHjtemP+ITJOGg1KDfDpMx+OMLtNc/Qr3/yDpfuY5xmanOCtjbJrp4SyxS0PDhU2uE6eNAb7e6RiWmnHuHCOfK2anR4Uz6HeYAXnrz4B4xCq99yrCrngYrgHR3ADQhj6Fx5DxAn0/bU1JDwO7t++g4zpQ6Xo+QFEISzSD5abrz/+9D5Cphw9R8L32HTO9aD5et0Q2NrkOdduY87raaUWSrCyVCjYX2wynmGl3UGD175G4NiEWaU0HP4+15PYZ9PVO7v7cNjp26gShp+tFi4Mm/IJqS2rIE5RmbjdHiBlNaZBhQub9KyeeOJxbF26DAB4/8ObuHmT0JgsKeGxh1ncadvvangeAlk7hmco8hzbO7cBAIdHO7bQrDEV1doCsLa2iuGoZh8kHL6/7XYTvT7N0arKoHkuBoFrxRh1bbJlWq6dRVK34wNezaYoiFr95gaoCrqWO7d3IX26ltWVFQzWaJy2V/owshZAuIh9AY9pKSk9y4xURlO6C2ju1zUUtdE2oX9jY4AB19q7cXDNppAEYWgpyYcl0n8OjWUeoIRqyBVGPfC6DXZOjBfHkTbrnagrfeJn8zP/rtuisrpZVECHgY1wjAFOOLj+vE3nNJtIEMeQvOBR4U+e9GViK+FevBKj4s00K1IUNQVXZJhxtdW8yO0iWpUlKlWeMFIEarz0p1Ntann9SUrcGG0dpotKYZzUEkRpC14Gp8Ekv8jGDznRHsKLX8ILr5B78EfXd/AnO6QGcZSDlz6lHIAXo0sAm2sJGKi61McvUFH5s9runW2kLEcO2m1Lc8pGExOGhQ/nKTyejDfv3MHRkJ5bs9XFwd9Rrsaz4Xk89yopbPywRRWYLcz9+ePqtCZsp1HUPfboFZvrI+HCd2nMDuczXLtG933Q20LOBR1LNceEjQCldLC+Sguy1oVVIKmSKKzLF0ihU6Yp9rdpA5+NJ9Zcdj6f4pirfTuBD8VjdTicQnFQ02lGNpcuS+c2iNenoAfKorQV2JvNFtpcgV47HiYz6kvgVRhnNAfyALb6vFIamnOv5rMJqorma/ORRxH5EmOmBKoiQcUbuzAhHLcuiRHBZfXPJJljxHPOqQqELi2w2hwj4Jw+ZDMcM1X0weuv4blnn1uqj0oXyPO6qniFHJgQGAAAIABJREFUGVvp+66LNlPl0+kc4zE9o/MXt+CFnAsFBxmXU2hKFxVXTC/LAjv37uJwSO/Z3ztAr0fXvH9wzwYGYRCj1aegtyhL3LtLhopFnqDD+WhHR0eY89pTKQXB6+Gyju3ffvcGGpz31fA9hLxORX5gjVJ9z7WUstDGysjjYEGFkKqQ3ru9uw/PA5zaGDKM7GEiyzIMerTpSelgOGXVUhCiu05lK8psDlPUbuYhhKzLDdnKBXBPcfaKmk24TGNvnlvF0088zp8nMOcDcpln8PlDz61vYnOd5l+aztBniXYctsD1UDFLDpBWCQKX8/9cszggw4PPB7Uw9O3eWanCViCX0sHqKvW33+3Bq10PHQHJ/fW95ctFRFKgzc7s/aYPj1MZjBMj4yD0o49u4GM2F3773Q/Q6bIRIAR4K8T24Qw/fpMUu5Vpw/MDdNsB9yWEyzS3HwW23JLnL6rKe75r9/4giNHmlI5Ot4MmF0Pev3kPvktrWMTU1s9rZzTWWTtrZ+2snbWzdtZ+qdtDkR2lKovgCCFtRKm0QbUQl8BhWEsrtaCSzOIkfNKvx5jF/+p/W5MnAyxUKxp1LCaEgajjMqFhdU5mQV0ppU743JwC2ZE5+h2KeAeddVQV2+qrEnUNlTydIeGE4bxI0c9qzwMNYe3QqwcKl2Z5ujCYqjRK/rk4USesLAvoWk0CbZEsrQ0cn5MtzcKRRgOoGKlIlxeAfMGNvRCMi9ZKC1/5GiXk9VsJPviUiySOFKZsnDa9+TaeevSfAgA+nruo7AlxOd+OZdrwaBeiNg90JUZHpA4sqrk1LDtIXSSHdNrfH6XorJIZXbfTRcDjd7x7AMUnQIQxoVhiMdaWaydo3y+w9boDHLC53PVbu9Bc8K7Z7+CIS0esrlyARo00VnZeNZttBKxkuXvvvi0sGwcNKKGQ5/U4VRjPFuZlERcM9eczTNhXSMJA9ti63gmgGSWZTVP4DHVrU9lT/GmOzEZrDBhhaDebKPlZlLMJmoyoFEWKOR8bXQGSuoDu+mxOKEmaJRiOqR/nNjcRhZGtYbc2GFjVSBjGCGOG+BsBPEmfu7u3A8HJtE/2VnDRpbGys3cbik0jE0QwjP5c++T95ftotKXBjdbWdFEEAbo9OvEPVlZQD0MtXDS6dGKPfQEvppPt8ThBwiotI0NMpz9CmtFnDQar8Dhh0zUeNK8ZRlVIuYRIhQrDIT3T2WyGdoeeqef5KMs6wT+369uy6snt/Rk8hxLeXSns43dd15YZcB1pNx5fAiGPm06zgZgT2z1HwmdUaDJL0GlJm7wuhMCYS34EjkHfEFqltMaUn3szaqMPGjO6Cq2iVToRAv6+wBG2mKR/Cg8aP/ARxrxnCYPbt6l203R0jIT9d0aTAkFAe0kc+5CSS71Ig4B9oqQjUGrqR1rcR2WArKhp3BL1GuL7PoaMrO7sbVsEs9EM7f7X7Q5w4TwpkQLPh+ExXqgKqqqVo8ujrAICIVNkx0f7aDBF6kVN3Lx9GwCwvb2DixcJsXryud9Hl1GXN976EP/m3/7f9P2zKW7eofX4u6/9ETQ8NNs0Nn3PsT5Bge+jwZS4H4WQPO7iRoALW6Tie+rJxwHQ+HjsicfhhzRfPvrolmU8HoZAPjxnh8B7ALT52yKdRqCsTfa0ttSMMdrC1/WEoQsQPxPQ2JyfE2aBxhjL29XGfABt/ifrXmllFq//XGph+YEbhh48lsZpVaLkdG8pAYeNoFTZRMLqgSSZIktpEzBK2Sx+bRby+jwvkOaJlcz5vm+5xCxLbfG/qizsz2mR25yBSivIY1afDCfWWdlos7gnp9AzGSHsHixAkvf6dXFC8Vb/0UlJvBLSvm6wUGNJGPSiOdoBTbxHHutC7dP1z5MSpkvX32sl+K0GycLfmP9/7L1prGTJdSb2Rdw193z59lfv1au1a+nqjUtLvXARKYnSULKkGUH64Q0GxrBk+IdhwIAxso2xDRgeYLzIywBjQBb8w4ZnNBrNeEyNKIrUkN2tJlvdJHur7trXt7+Xe979RvjHOTcyq9ldnSVRltHI84PMep3LjbhxI875vnO+cxLXIjo4rB+jLxBojSGXIXbjAYKjNl+7wMIxcsbOP/siqixuFSQ5fBbd2r7xPjJumhj2uhhwk85aYw5Kj6sRf9zOy6Pa3Tv3sb1F17az3cY8lw2vHm8h4XLda9ffg80weK3hg/XgUK/N4ebN2/Sea1ewtETzEIsUKlcY9ulwOraxDnD1WTgcwPLpuzZPrMNnZWOlBTzOnTh+fAM3rlJ5ehgG8D3a7NbXV3HYoXtg+9Pn7GitscQ0i+NYiLjDuMpTWLyZNeoNOC4dzDsAkoCuPY1D5FyCH4UBDtt0kKfawvrGKZQ5LymJQwz6NI9pkpocHKFD9LmyUA2qmK/Qb6xvnEKbJSiyegMhv98OMvQ0OUe1/vRrw7bdcc5QmpvO8tVqFQ73T2o2mvAZjv+zN97Czj5d73PPPgPHp5u6ML+IxWWC7nu9Loadttl7ux1lBBbDIDByAn7FRs6UVrfdQcJ7dJorHPF8CSGQ88IZDocmFSHxpqyqSzKk/JlMUI4ifXECiKKPkwCfZVSBK4o8zj4c9o4cS8LmsuyqDTQbdVNFt99uI2Qaab5RgSjEbtMUbXb8B8EIeUFnW55pmGm7HnzmynxLGIfqUdICwngIxU1K723dgmSK1LUAwXu+ZVdx8yapyB8dDVApE63YaJZpLgBI20fKSsE7e1fh2k1UykTd5nos4lutN/DUGcrL+7NXXzbBylyrjtGI12ClgeI4D0axcXZSlSNl2klgLAnxcfbb//D/RI+p45//2S/g4qlNus7ta5hr0jq9cOFZlCvj/DPN6R3HvvIiYnbo33//Kl548QUAwKuvvYvb93ZN37bDTh9gulklGbKkuGYFUfRqkzk8j8a1stCE4Ln+137xKzg4onttWwplDobi6KMV22c01sxmNrOZzWxmM/tE28NFBaPoQ3tjpVqYTueTf/8oU0oZL7V4/4dp4kxWXaVqTOvkeW60aQg9YklxPf78ZBb2oyQoZ7k2WgW245oIUkAZKE07ttHGcH0PScQy1WlikBE9IXcdRiHs0IHLUVupVDYRTpqmRj9Cqwwht4Lo9HrosJBYGEcmkq4kielKnWVjPGdSuO3jTGqFgn4SWkPDHb8WxfWPIxs5gRpJPYEhCWmQnZIcYRXbiPp7AABlKVSWeIyhhSOuGLj8xgDHc+qN9YvnP4Xf3SJUoZc6Pzas5PhTn8Zb3y8ELxM0T1MUcuLM43jis9SHamFtc5xIL4BiPsLhANdv3gAA2NU6bl6hCqZSvY5GcwEftZR+3O06Ps5u375rhNEWlxtotYh+GQVdZDmL6YlxBcvW/Tb1bQAlew5ZwyXPNbod7usFB0ppHBxy8m+5gmNcTXLUPsRhmxCFJXsezSat+dXVVcRcgdE+PECT23FYcy5qXB2R5zCaQOXGuH3Gx1mt0TIVjFoIOIy+pXFqaIZ6xUUETlCOIyRFP6k0MTo/eZ6azu6dow421lbH1ZxZbGod4mCIIC6ScTVSRb934dKn8cUv/DwA4O6Vt/H2OyRRvxt3ccB6I6dcB80FGltpafrETyktg9RaljRJ3VJKU7lmWTaODglp8V0bLiMR77/3HvaYKjh96hRajIKFUYT+YICwQLmyGElKEXDJL5kWIA3XxjIjRqMwwojfD8hxr8MwMMURYRiZdhF+Nt0Ylcoe2H+L50Sg0PIiK3ZrJcS4czZyjNQ4Mnd45ykvzkHa1NoFAEYTQp5JEiMf0dp2K2WMOGl7t9tBv6iOzSw4BSLthHAZVnaFMG1FHHt6ZGd3ZxsW93QSErCKlgm2Y0QBAQtdptru3btj1rKwhOmNpXJl9HCUTrCwUEaFP25ZFkLuXK7yHO02PaOWsABuPWRLHyvLtJ+6no/9fVoz9gRalmUZ0oTPt0eglL/xrdfxpc+RftQT5x7DoE/f7XgONrlvm7QsxAUtmmVQTDEJJ8dXv/pFAMCXvvSCYXmevHQOWZpha4faoly/ccdcczAMzRlv2y72+O9vvvOuEU5M4xw//dMvAgAGowgJn4vNmoX1Dar+0uKj7+PDe2MJa5xHonOz8edqgm76gBpyUYGUpuPD+IPv+aCz80CJuaFpxPi1ejDnJ8vTH/nev6gluTLVCpZjG+ElITQ7CYC05bjvppSQ/BDlWQrJ0KAQ45J3x3Vh2ZYRVaxUKkYlOk0zk7OjVUrZ5iAay+KcAwDms67rQppy/jEnKZzpD1sF25Ty5UIY8SZHJ8iKzUjbBlpWMkfO79FCQPChaSttaLuyk2Eu3ULvHh2cg/0UnEwP+7REvsViaZ0Me4eseH3tVcz7JJDWxeYEhfaXsy98+Rfw+CVuVpolqHBPqNrcPBwW3MsgTJ6ZUOPK980z53Hle6/Re/oRbrz9Ho1nGOP4ybM4fpoqLSq12kTTwP/vKa1SpTqmclWOUcBUTNCByyrA1WoFKueyWh2ZzdaStlEzb9TrsJk6rnk19PsD9Lk66+bNW/hbv/arAIClhSZeeZnox8PDfdMUVwiFapUO3CDsI07owGzWq7B5LY96QzS4VH1xZXqVaL9cxdUj+r7bu/uIuQKyWnKxUKPDtln2gSX6bu2YOAUCytAvtm0bWLvbOUC708FwQOv0aO++yT8aDofI+J5afhmtJXIKavUEV96lXmueV0V1icewHaCf0lwNUh+1ZXbuTkzv7CRJYnoj2bZ4QHSxwwea6zhmv3j+2U9hn3tmdTsdBDzHW1v3sb9Lpc0rq+solSpQHLD0DobY2qZy9XKlguVj3BB2fQNr3DfO9Uq4coVyTaQYH9haR4iYCgjDBGqiWeg0JiYTMgETAD7skTHPkxgHuMC4cjVLU6bXWF17OIRdIccwCsfik9AwB2YQRAiKiqRUgtld5HKiykkIE9jJR0gLCIIRLLtwUjXSYm+3AQTcmFM6Rp27Ui4ZgU+/Usb1GzTvC/MLWF2lfJQwDJHnGTIWyVQqQxgyrapSdLnX4MrKGsr8XfPzLcwvUD6X7fimss8WlnF2hDXuc/goWZJPXDqFX/mlr9JYhEAc06eXl1cQR8qMHVwNJtwaPKvomJDBkvR+t+ziD7/2L+k7n3gCiwsLOHWCKOKTpxcnAvl8nNoiHcQR3Y/vfe8tfO1r3wAAnD57Ar/wS78EAPj7/81/j84h7YELiwtY5Aa3eEju1YzGmtnMZjazmc1sZp9oeyiyEyepiWbzPDdojtJjOedJiurBXlUPesofpMMm6afJDugGPdISuR577OojkKTCJrsrPwraI7Qy0UsulNEkkIJ0GOi7JURBnSmFIndKWZbpJ6X1eH5speC6vqG+HMc1namlpaARTIyLoT+BiSqtdDxGjIWvJMQYMdPTw65S5xNdxm1YRaKaFhAFpYVsnIqrLFgcJTo6Ry5Nm1pk/LsVJ0LTGSHiKLU/0Ni+Q5FF4/gq1i5RBLkZd7A3Ikj95X/6dXS/8DN0TWsnx3DdX9IqlSr8TerFIuQ4RlMTCd0WJoTDhIDgBPv55Q2cepJQodf+5JtolijhbmPjGBxHIk3/2sreHjC3WkPKrQJ0nJjeR/WKa+D9OBrTN7bMzfxKDTx2huZHq8Cgl65dguPbUByFVSoedu+T9oqAxnyLkiXLZQ9zjNREUYLhgJCGIIgRJzSn+4dDtFpM2zYaZn/oc8XQNHZnBHzrDaps6kcx6nWqZhGjAHqbE54l8KnnzwAAFhbdMdqmx5SALaVBr7q9fbTbB0ZULgojxFwUYDk2HKaaLcdDmRN5B/u38WaXOtw3SyUEDdZ3sVbR6hDVXE8yLJwn6NxifZxpjIRDC/Q7NetLyopB7o6OjrC+Tt/tCAXulIGD/SMjJLi2vIIy60aVSz4uPfMZVBt0vw7abXzzm9Ti4jvfeQnPf44QqwuPf8q0f0h392BZNPY8yyCtAqmwYfHzblsOclMR+zG1LGyWRtH6D0pr2IbGElQoAUJUJtsHFSYwgQDpCXTb85AmqUEqYVmo8vofDIemQlUpZcakFJAyXSiycVGGAozInVYwKJR8BJQ5DGP4PiNyQiEXjOaULKNlU63WUGHKsN/rQvJYjm9u4ojpYdtzETHdGMZEGboht6SRArU6fb45V8Myi/S5rod6vcbTYCPhsVu2a3TuLAjDBihpIy8KerLpUx/+3X/nV41+UZ5rrK7Sfi6EMFVdQkh4PqP+WsFiVAppAM1IcH+Q4OwmfbZZKyGNA4y4kMDxPJPq4drWuOJaAyx9h69+5TN4/AIVY2TaxtVrVBDRHw5x+tQJAMDf/JUvoVyhZyFTHz3Gj3F2srGwnxqL/EGMlZUnnZUHaaUHlWL1B5yjSefngXwb/twkvUWCYeOcHcPxTnzvB19Pa641LueWyjI9YCwpwZV3sC1h4G7hWsjZQdD5OOdF6dyMQ0Nw1dhYkKugviDFuLcIbJPLQxuAMjNXqCaXSh4a3IuoUq4ZZ6yo9JrGyrqHxCgWl2BxFUkoytCq6PcUmZ2mJFPYRtnSRsS3h/q58mbrHKBVkThq0kYvDge4+ya9sbP8OfQrnwcAnKvtoCRogbrPzSOcP09zpPK/kvqmBxzgCexcTMDUJFJJr6Xn48JPPAcAuHztLezubvH3ACcvXEIBfmqt/1roq8LyPDc5FiXXH8PiZRcB533FUYSMubooTEk+AcCtm9dh2ycAAPV6DcMhHdhBOAKEZTbPJ554AteukgDYzu6OqfqoVH0cW6cqOtdx0OGcn3rDMwrKcRwjSorqEd/kGKTZ9HP27t1ddNmhK5eqcPlAU2mMgL87lhOHJrShrrRWsKwCBtdGbDBIQvS7R6ZxsYIcN9PNEihukujX5k2Jrhxm8Gv0fB3u3UB/kZ4/ubCIs3xNGzULfd5gBzd2px5jkuYmMAuCCCHnmERxDIef+dFohJhL0o/aR6hxw9FTJzfQ7Rcqy3to8X1L7t/C6QsXsPnYRQDA2okzUIL2qB+8+S5KXK7eml9Gr0OOaq/TMcEcLMuotzuWDb+ovNLaBGAOl4R/nKVxYs4GMZE7AikhihJMMQ48Jp9FDRjBP2gNnym+ZrUCCIFDrrRy/RJ8i+5V1AwRceVPRSk47FRIWMaRmfxfCDkO6h6oQJ3+zJDCgs8Ule+7aDTIKViYX0C5zI6IdExFlATQK8QjXRePX6D7FMSRAQqKvpMVdqKOb6yjxnS863qwDc0o4PEa9DwPDn9eSNsICeZpaiqW0yw31Nij6NCe2lgzgXWulDnbhIAJ4oUAEi6V10hhiyIXFKabQNkr4RT3C8uFhhIUQBSmJ6qBjdBwrhCH3OQz1ji5RntMmgv88PsUDAkkePJJCnqeevICbt26zn//aKd1RmPNbGYzm9nMZjazT7Q9FB5I8jFakefKeMRKJxN/zz+UkjJIBttYRFA9gAAR9DhJQfELYZloXEoJIcboUREVqAmPc7KS61GQHalziLxIKtPwuC+MZWkjXe5KMdaW0xO0kuWYLqtZniNX47b0aRI/gOyM20IIeBwVSNjQmiKnVmseNZa/XlhawPIKQXdLi4tozRM8XSpVDKLjWNP7qZ+//duIQVGjKK8grRGs3S6tGbjz1FyKUyv0+yeWHXg5Qa2dkcabR/T7r+/Ooc+U1AuLVzFfkog4anTKAc4s0298t76GV/KfAgC8nCk0GxRN5vUaAkFRqnwE4cdp7MNRF/3gqw/5yVxpNBepouHiZz6Lb//R1wEAezt7WO32MTdPFS+PEvn9VZilBZY5UbbT6ZhIsTfKTGRbq84ZcS3oCLbN8vyebZAWv+wgZeopiqgCoqjWuX//Pm7cvAmAWsDMc7VPFAfoMZqzemwV8zxfliXRY7HNpm0hYqXLkl/F5vEm/0Y89Ri39/dN1Op4FTOuQXcXISfvl8pV06Iiy1LovCgQkEZPxrYtU12TBgGCYR817r7tl6uIuc+W76VoHeNk674Di5EwaVvwWEelIWsoszhdf78HPaJ5DJbm0O3Se5KtcWHBx5lSCnFS0C7SJBUnSiPg7vN+qYSQI/b+MDAoz6mTx43o5ZvvvI8O64wcX53H7t3b2Dj7JM1duYEzp0mX5T/9rd/C2bMUAQsN6Kyg0CI4rFVjw4EjWYRQWpBc0TIcDQ3lV6pMR9UVWkdmvIWGjmWZve5BSFeM0W0IaD1GMCpchFGRCUZDjZ0OV95hBJUT6hEszptE1bm1Zcw16F65lgS4MhE6MdVbWvvjzGelxijUI8T9GxubWOZec3NzTdRrLL7pOijyufN8vGc8/dRTiLnaLYgjpPwmKcf9FOnaxuixbduGWsyz3FBRUlomJcL3PRTp7VmeIzd03gSroDJ4zjjVYlpL43iMuWgNLQq0DkbUVwsBVbRXkgI5r2WtLZMmIGVu5ljaDqQlDF0roE0Kida56bmX5zGK4jhLWwgHtKbisIsvPv8pAMCxtQ2sckFBp71nlpT9EMbjYxSUJ9MqhFEBzvN0oreVnnBwpIFDJ8+GH3VK8gnOdiyepFSOvOg7pe0JNeZJikpN3LTx4ph0dh7F0jhBzBuItHxI7pUjrdw4WFJICKZvVD7OA4FQsAuxRKnN9VpSw7a0EUlSeW4as0GOnahKqYz1VXpoRisRTp6lDao2Vxv3DHG8BxtnMQ+tsgc3lYfZp0cvIWe4vN5zgTYLmV04jY1LVF54/MQJNBYZmnUD6C41hBx0tvGlKr3/8MxZ7N4nuPD0/BASCr02zV3UT1Cv0ecjUYPFG0oOia5a4qFLWKbU/cdLCY2Vvj/+ez9ISSm+1pPnnsSNK7cAAJV6nRSB9ZiWfRQnelqblhqrlMok+geg3mwg4QPfcyTanAPg2CWTs7C6umZK7aMoQp1LwLMsM5t9oyERx7F53y3u9QQAWknYLDDY8D2jsuy6JUin4MdzlLmppZQWUNCzWmN+njaionJkGsu1RqlUNPer4GCf1uDW9k2z3ltYxdEhyR0sLSyizI0tw3Bgnku/VEKDHbg0TxAEA6TcOFU6DhyPrrm6UcVjz1O1XbgbY/sHRLdKt4SQK8FsKKxybkzv1g4C0IHd6R/BsbkKqzI9peyXPFNKa1kSRcmpTnOU+D7YkEi4nFplGYZcAXY7uom1FXqWTm0cx+ERNyq+t4dXwpcQK5rrS898CvMtGv+nnnoKXkGPhSHCrBBusyCdGs+7RCGum+gMaVG9Iz0Ih+ktdzoa64FGt0pN5HkqSGW6bj5Y2WioLjFRdSsgBf3m0VEbYSYwTNkxzFN0y/T6zs4+VjhIXI9jNDl/ynMEMGLnVSjzHOtMQcjCCRpXjulHoKiPH980vcekBVNRZ9sWcuNH5dBMi3q2Y9ISyqpq5kQW14AinUMhYacmU8pQV5WyN646FMJIFwiBBxpgpoWkiVZGrNcCEHDT0oOD6enWOIkM7yOlQJHuYzmOATK0lsbxsaUzBjQmxCRzMZZtsW0LeTbOA4bQReNI6Cw2r6FtWHahjC6gZOGU12Gx43RqvYFms1BVD0yFXf7B5pMTNqOxZjazmc1sZjOb2SfaHp6gHEcPUFRjb3wcGVPCEqMeSk1UYY2F9vU4DwwAdWE1CWpKG+GqPNcmgz6d7HU1qdugxgJ5kx3TpZQfKlT4cZYBAENfuZCI2YUtWdJ8TwY17jht2cg4+VFpPU7AAwxcZ9sWHMcGo+XUY4yvLcsy8mIBHO5to1oeJwOWyhTJRNE8NM+pK23YnLFuOw51owaQpSFOPX5pqjFKW6LOicTOqINqgyKhpz/9GOZPUj+VUnMBium1eHSEnKto0nAIdUBdtdeaOzi9xBNhuwi6MQ7uE5Tevz9EWCVkaqdyHhlHZRKZqXTQEtB6+ij4UexRuow/EH1qbfScqo0FfOY5SqzO0wRpGn8gyfGvz9I4xv4+9ZixXAcpR0GNehlVFvOTwkG1yhVMEEZYbjjqwy8xpeX6aHDVThyHsCwLB6zj4rquoa5GowhxTOv8+MoxkwgspY06R7VeyYfDSOhgOBhHZkkKj5Nci07z05i0bDPfliXR65CODEYdnFqg9btwoontA6oYW1s5ZkTh4ig0CIGUNmo8xm73CMGoj4iTuJUYFxvY5QYWFmj9970Yd19/iy4/UshDmruqkGhWaH61TGFVGeXZ72HJoe8pM6UxjTm2bei2PFPjnj5KwSr0X5RGxJSWY1tmLKNh3ySH+yUXG8foPkBXMRgFeP2VrwEA7t9+H6fPUiHA05/6DJqsxQJpoT+kzwvp49gxorfcUtn0WwqCAMMB0XLD0QgpJ6nrfLqqRDGB2kCMzwAomGo5qMnK3TGyo+WYfoGwMBpR8qtlZehHGqOsQJkkAoaigkwiZGrOsiWqZa4I9ATAVKS0JKSJ+MWYktbjM+ZRJL+UUoaeJT22ggoDStyhXqjxeZApBcGQT5ymJkFe6omiH82tkJgKksI2Scuu66HYgYj9KGjc8bmSZuM+lpaUpq/cwf4W9nn/Hgymp1ttx0LBN2qtDLugtTB/h5CGahPCMpV+UmkjDqr0mLbKVQ6lxno6YsJHEBqQBkqyzH4rpUBuzl4XWhcJ3WPRRtetwmKUNX9IeoT4q4DmZzazmc1sZjOb2cz+/2IzGmtmM5vZzGY2s5l9om3m7MxsZjOb2cxmNrNPtM2cnZnNbGYzm9nMZvaJtpmzM7OZzWxmM5vZzD7RNnN2Zjazmc1sZjOb2SfaZs7OzGY2s5nNbGYz+0TbzNmZ2cxmNrOZzWxmn2ibOTszm9nMZjazmc3sE20zZ2dmM5vZzGY2s5l9ou2h2v3/3X/wtM5zbihmK7CiONLcgmPTP6LUw3a0CYA6D5uGa1Kg8KXCWCErGs0lCYQl0GfZ8/tX76PE3W0XTq6gUiHZZ6mzBxqMmsajEBgFJGPvlOv49X/j36aBOA62t7cAANtbW/h7f++/nqqz23/7H/+Xumh34TiO6U6ulTIN1/JiwgHSAAAgAElEQVRMPdCUdLIzbalE12uXbEib58ry4Ng+LO467dgeHJZKt3Rmuqt+sG2BZqlrleem0/FgNESfWzeESYSchbQtIfGf/P3fmmqMv/xvflULlvX2KmUo/o40COFyq4zJLvVSSghuA6DwgWs0ituaGqQWUu+T8yItSD3+rsk2HsVr13VNA708zxEEgZnTojFllmf4nf/hdz92jIdHfSMD/vbbb2Nnh9oMvPi5z5n7iTzHO2+9DQC4ffMm6nXqdt1aWMDG8Q0AQLPZNBLt716+jL/7n/8dXH77B3RdsHHpCeoq/bd/89/HpaefAQBUKnVa9+DGfBP39MPaUwghJuZMYG2tOdU9/D/+0T/WIcvn7w+G6HWpF0mjWoJXs8x3x22ShH/2M8/ibofaQOwctdE+om7dw0EfAMnNO3YGJ09R5iv49Kefxpvv0hxdu3cbIUvO+1rC8WidaAkITb9XcsrQFreRcHLTkbtc9pByh+sozPE7/+MfTjXGL24e0+B1d6cbYnfAa0JqyIxeb6wtoc/z0Ggt4vz5czQn+4eQgu5dMBrh4sWT9FkvR7VWw9rKCQCAZTm4efMG/cbt2zjgFhx5nqPKa2KURKiy7L+d5LA9bkroSJRKJTPXhVR+pjT+4P/506nG+B/+nV/WK0vUNf78uXO4dp2aneZC4OVXfggA2NvtIBz1AAA/9zc+C9el/eKtt27g5i3a45597mkMh3Qf3718GVXfhydp/OWKi/Iiy/WLEBsb1C7i3JlTOHGc5uHVl+7in/2T7wMALlxcwqWnqeXFzr0Y3/rGm/R69wiSn/80ThAPk48d40u//z/rfoca045Sja0jWoNeyUWV224olaM3pPV7OIxh27S25hfmTdf7L77wRViC1lb7YAsik4gjuu9pGiDlDt+ObcPnZrNaCQwH9J6SX4El6XvrjaZpPdHudNBqUfsNlcVIuaGu7ZXwk1/59anu4a//Z7+pfb/YoxLTpDNMAiSavi9JE0R8vUEwQMive70+4oiuvVZrgBsWoVyVqFY8LMxTCxDHFYgTbpdhK1jcfsGyPTh8zjhSoOpRM1cLJaTcHuPOvbu4dZuafq6srqPEDZptW+Nf/N1vT9vxVD/QrPXj32zed/f2LRzsUIsK35EYDOj82jxzHivrm1N8n0LOLZnah/s42KWxZGkCr0zP6KnHzps50Vqb+xtFEZaWlj70B2bIzsxmNrOZzWxmM/tE20ORnTPOAVJuM+9U2ohS8o26Qw8liz2vzMP2PjUf1JYP6HGDNw54kWSAUuRsRVGILM8QcyQPCNOIsd0LMIrJ07WFRtFwzHZsgxgJaSFM6HXVF8gYJXEth5uUwXju01iWZcZDlFLCnkBtiohjsqGdEMIgD+VyGT4jO8IRpvGbJWw4lgOXm5PZ0kbGsNgoiZHzNWsB5AViJGC6TToxzG/7fsk0YfMyH6kq0KZs6jG6toO8mD+lYfH3Cdc145VSPog0Fb3eJi+M5wKgJm6WtMaN7ACD1EghIPIxEjbZ0LWYa6UUkiT5kc9qNX5/0WTy42zcVJDGUfw7zzLzHWEY4g/+4PcBAN/+1p9gntfIY+cv4vkXXgQAfPmnvwybo/V7d25jb2cXSjNa53u4u3UfALC/u4OS+1m+3tyEDFo/iOZ8WGQ0iewA0wZZQBgo7O1SlDxUMSJGUaqphJ1TdLe4tAC7QuNyAdR9Wn9RpQKbn7+q45uIc75Vg0o1XEYdXbeOEqORq7VlWDZFhErF8Mr0XVpIOBY3phUWgoQi9DgPoZyUh5UBjMRsHluZeozVuSa63Og2VBm0TWtreb6BPKUxdroRbEZwqqU6XG44qnSM1ZV1AEAwiDA/R0jFMOmi3lrA2UtPAAD63SHOXXycfjBLcIWRrJdefgkDRnIrJRetMv2enygIRnYGaWgQyCzLUKtSc1LrEZpIvvzyGzi+Sddm2RmWV5YBADt7HUhJv29bGU6fXgMAfPqzT0NpRiW6EXJeM+Wqi06PIuZ+L4ErfJQqtN7iOER3i9ZHreFg0KfXR+0AS0v0ev14FWW6vdi+34MW9F2fffYpLL8zR9e0255oBD3dIOcX5sHAA7av3MD7V68CANaOH0PO635/fw+HXUIgj2KF5WWaAz3ysX/jFgAgSzQW5mh+h71DlJwy5pp0TxxHwPFpnVbKZTS5eW23N0Q+pPsjJaByGuv21m0MGR1PkgRln/bWubkGhKDfOOz2phofAAziEBEjOFpnSPhZzPIEFjfDzPIMWVY0rBbmLHDtHE6Z1lPFrxU9qNGc8+H7ljk+00TBdQjFsCwF2+Fm25oadANAohQY/EGejKibJoBopCByei4Odruwu/Smcnn6przAdIjOh73X9R3UeL9oeA50TPPz2muvYmVnF+fPXQAA9Pt9HB4eAgDq9TpqNbq/+7tbuHuL0Nd6ycPyPPkXnlSQ1o/uqXme4+bNmwDoXFlaWvrQa3yosyPkOgpYGaM+ZCL5AhJ4Ph22/cxCwg5KKjJoxRSTbaOgTnKlkSt+nQNpmiPjrrXigd6n4w7n2USDUp0pMzgJ6qRK1zcGpmrVOlZXjtE19dsPG9YDlqQpJHd0FkKYjsSu5xl40rYkHO487jiOcURsyxp3M49jZMWijyJAZSh6t+ZpasYYpRn6Q3rQe4MBMl6gfqWMSpVudqO0gDp3r66UfZQqtCv1hgPkAS1cYU2/cC0poQoeUWnTcV5CmwfEsi1I9k41NARDwBrSOGdKjUktISWklJD6R8HBLM3gyLEDWdCE+UQneykl0pSpjihCpVIx11G8xzibj2CWZZkNWiszPKgsR1jMe+cIvTY5DqNRgDJTE8//5LOIRrQpvn/5HcRRDIcPfy0lhjz3l999C09cogNz/dRjsOWP3osPbhQfpCwf1fqDAbo9vmYxQr1R4f/SQ79D12xbCS6doE7WlkjwxEXqQn/l6hW8eY82j7A3gsNr58zKGewPUiTsCC2vnkR7ew8A0LkzQKPBtEO1jOUNerZct4Q4po2+vb+POaYm4ixFd9Dh8WVolmj9zpUXpx5jYgGtVdqo/HALIqRNfRhnOLa0StcSRdBMYXjVCqoM0c9XPeO415vL6DNtJ+wAreV1fOoF6mZ/cO8e/vylbwMAzp3cwHPP/gQAYGPzFL72tX9J8/Xnr6PTIjphcXUNNq/xJAqAkObaCnKEvIclavrAo1Rp4sLjtHaSPEa3V9BoGXgZYnm1gnNnTwAAXnn5FXjcybvbG2HI3dBff+N1dNr0/OSxjbI3h8ceO0VzsdjCfoc6QgejDsI+3a/bN/rod94HADz5xGn84i99AQBw/f0B3rn8GgDg9Jm22fK11igiUa2nc3b8WgsZr6cwuwm3RAd2LhzsH/V53BJDpnLube1j/4DWjV/y4XHQszq3hCikMZQ9iX7vAHt7tDZtW6LM1NXqyiq0RROXKGDlGDmJVdfB7evXAAB7Ozuo8t5aq3jI2EMYDSUS3hfDcLqu7gDQHQ0hAvqc40hkTLmkSQSBYn8TyPlcCcOYIiEAZb+KnLu3Q0kIniupbQhtI4n5nqrU3AfLVqjVi+ddIc/oMyXXBxiAiKMMWcqpEmrO0LCd/hBa0Rd51frUYwTwocHaNOZ7HrZ6Xb5abfZ/rXK8/vqf443XiT69du0avvHH3wAAPPOpZ/D8c8/R9QsFi72+xQtnMMfPeBwMIBzbXFOxJqWUCEMKuor//zCb0Vgzm9nMZjazmc3sE20PDZ3TowFSRlHy2DMeWmO+B7dEnvDBwAEYwem2u1DsNS+tHoPGOHHTkgUaw8mZ/BtCCIPmSynMbyilICcogXESqDRUioaA4Kh6OAjJgwbM705jcZqMKRRLQnjkBWtbGm9cWJahX1zbgs1QJXSGhGFtncUIDikxNuzswVEJ0riANxUswR6p1oiDAc9phCQlD/ZgGGEwovdb1So2Tz4GAFg7dhK1BsG0jrRRYbSjoLOmMUsISB4jJjziNI0NyuP7Liy+j2mamghFKw3FkbRSY4TNcgTdowl0zSQiawUh7B/5++R7J1Eez/PGyN0HkKBHNcuyxjRWngM2jfvo8ABxyAmvFpAzZXF0uIftLUqme/vtt7B1n6iq1773XXiuB4sTloM4QMaR2g+//wbOn6H7s7C6garj80DVeG1+AL2Z/HcRKAkxPTpXKkvML1BkVhIOVtaIHmqVqggMdG8jLXBt5SEYUSQdjY4QDghBuHvjDnJGJI4vz8GutxBEFE2WPQ+PnaaE37AbGCrTbpSwtEwRcxjnyBUnHJ44Dcl05eFRBzbTWxo5LB5v0ImnHqMlMlQ9uverVR8hU1o6CJAWz4xS6A/o7+V0ziRrWq6Ngy4hX35NolJhuqdSxfFzj8PlxMYzZzbR9F8AAHzvX30Lt+9Qwi/cMtYXCI3y15exzSjVYH8XVZei5N6wjRpTIPOtOewzwuVXiqj74812LdSbhIY1GxbuXCfELc0trK7N8Xe3EA7pnvzwh5dNccfOVh9+mZDGasPByU1C7p7+ynP4/ItfxOnThOoNghHu3rkDAJBaGZ4tSEZ45dU/AQBs3+/gqaeeBQA895mL+Af/C92na1dvYmmJ9hspb37os/sw60cZcjAKXp1DfZ6+1/E8s8+WSiXEml7/8Xdew8IC/d7SyiJKHkXxK2triEaM0EuFhcUFVHy6hwf7B7h/n5JWe70IjUNCEaySh8dOHgcArC60MNeg9ydRAJdTDxzXNYdPv9/DYZvW0sLS9HTrYDiAAN8UoUy6Rp4kyLiwxC+5KMD3IAhh25zUbztII5qTKAvhMkWaJH14vg2P6bksjyH5vnm+hM3X77oOLFlAb5ZBgqAt6Iy+K48F8pjRcVQhFV+ILk09xr+MlctlBAmfa70+LB67ZblYXz2Gq1euAwB8x8fF80RphcMAmveShdVV6JxR/0zg7h6vA5Vhc6XK3zVmAJIkMedHtVr9yOt6OE+QHcHmlWHXNOwSXYDn5nCdIq8CyBlyWp2bw6rHWf0QSPjilclmAbI8R5aPK62E1hgDTMIcBJwAYS5lnAsx+W4JwUMIghEODgjmdIqDfQqr1itm8UtbQOsi30MbGkVN5J0EoxH6XZr8JI6wvEjjrderGLa5ciEcQcV9eMVhocfjUHmKpkNjnyvZ0JIOymy+gd0Demhv7u/iB9+lQ/ey30JtjiD8tY1NXHqKKoIWW8tTj9EWEpJpOGFbphoLOkOe04atlELODpTKcwjBVFAOUyUmOU8H4Nyaif3PkmOqL09t2GL8Hyedl+K+27aNLBs7UcVcW5YFlRf5WdPDp8X9mXR2VK5wxJzwd199FVv37/GbFcDjS9IEd+9RRczv/m+/g4gd1Ha7Db9UgmRnR48EmCrHYNDH5bcp1+OJzz6HerPF49MYL19tlq/WYxpAY5xvRXkQ81ONr1RWmGvSRr51dITuIT2LF57ZgFiiC9vbP8TeAR34q0vruHaVeOxu7wg55xhcv34Vgz45RAtLLfyNr/4cji8TZVO2NQTnSTzz4pPIuaSuXGliGBS0wx6ac3QoP37+MSiughgOB7B4o47iGGlA86iS6SkeRwNJn54BPerj3DI5H61WEyk7z1fubqE/IMenJDKETC224wSSx9g5vIbNdaKKIgFUF48hCOi/hYM9KEXX1h+0ces2UR1RLnCMq7GklWK+yflKsYbigMazXDhMBayfOIPOTcpHOXF8c+oxBsMRdndpn6pW1xGzP9/vd+Bx/t/RfgKOL+DVXaRdPtAgcGqTqKovfu6n8Mu//G/RtaxswrU9FFFjEA5xZpMcn4pfNk71na3buHmd1oROA1x5jxy9kmONqxDfP8DmCVoDvuciZYdOu9NRymkco92maqzOoI+Yq52GBz1cunQJAD37hYNTazShi2pYt4R6Y47nxodl0cHVbR9ivuZiZYUo0VSluLN1lye0D8GVUeloBKR0b+ueZfJhPNuCX6H75voV5Bz0CEugtUhjrdSaU40PAEaDIRzOoYmTEIr3TQGYA3sUjMaVxcJCHPE8QplqRp0rZOb5yGFZ2uRAer6NJucoZXmEboec71q9Adehz2damXQDy7KhOQi3pEKW0p4QBgE80L1NUm/qMf7FrKC9LEQ8DzvdHob8vAohUK83zZ5crlTwBK+Jq9eumiCm0Wqh26Eztj/oQ2iao5MnNlFrLphfK3yCnZ0dbG9vAwBWV1c/8upmNNbMZjazmc1sZjP7RNtD3fXqco5kRF5kdT2G7VOEoXONiRgWFtizLfloC/KyR6MeKhyphEkKwdFs1baRZQ6UVVQkhYaiktIyOjJaShQkBiUlF0mnwiANOtcAQ3rbO1v4/mvfAwA0PBvAvzfVBFRrZcScCKmzFJqTjIVlG7rKUgqHu0QDBIMBalWCtZ+5dBGra+RJ9kYRbMYtK56H3vZtQ2vJPIbvjCFcm1GxXKVjOs+WKK+R1zq32MC12/TZm3cPcMCIz517t9Ebksf7ky98carxAZT0W9BwtuuYhGPAxyigWR6OgomENKDsM6KRj7WTiDIskphzAAqSURjHErCKwUgbKOjKPC/YQDiOhaKILM9yUxUmhTCUoVbK0JrTJigX6wEg/SHFyE6apugzFbK7fR/dNkUUSZYhyccwdFEB1BsMTCJ5pVKBVy4j5Qil5JfgjLOdcXBE0Xm/sw+dU7SdK0IuAUClMZIiATuOEEW0xkajETptitJ6/R7OnfvbU42xXnXh8XycsFvIM0ZWZYJUUVKeK2Iw44LmQhnRIaEeSlk4cZZprz+1kXJENL/RQG514fiETAlfGnRPyhwJQ1ndfoQ05TWbHcEuFZVRd1FnNKdUyRGnFME1GxVYDUYs0+lLlaLMwoijwDxVcBjiTwchPH7mTq20sDRHqMvqnG8iufsHHaQ7FO2/cOExVHhfuB9nCCKJmJM6w+4Q3V16tk6fOgfXpYj+T775HbSZ6qvX6mgsEtqFWOLgOiGCHmz0OjSnHXsPNmu6dI6Oph5jvVFHn6tjvv/GO4hiGq9tSxznyqyjnbZBqTWUqep58YXnsbpCCdyO5eHG9dsAAJl7WFlaRomf2UalBK1p/vvDAIeHtN4ODg+QcSXr5cvX0OPr8J33kXOS9cHeELu7pC0FNaZZrSkLIjwLUFmRJJphvkXzW/YXTTWV1hotppgunn4Mb7/9DgBgN7uPk1xkEgUDtBYJ5ak3ayglQLdL86xEgoI5bsxV4DOCosIch4wqdfs9NEvj6lBml1CqVpExsqc1afAAVFAzrQ37A4N8C2iD7EArJIyEWY6AKE4wrQ2yA1vBYWq9XPUNythoVlFt1HDA1z8cBajzMxSGgdEDgrZgM3UrtDIFIkLZiAr0MsgwDOnexmmCkl3j14Opx/gXsWKfV1rBLdG+UJ9rGEjlxo0b6Acj7BzQ89dMmga9tz0bvQGdc6Nrl9Fq0b1vVeqIOSk/+Igk8qWlJTz99NP0PQ+5jw+9wztRgH7MonN3FTyGkmM4RiSvm9hGeE6lwLv3qHRQOgJrCwzvK4l5doJKjkB7mBu6QCURhKCJkVluKlsUYCZJKphDyLYtFKeqlgpZShPhl1tYbNKDMl+ZHrBKs3G5oFRAQYCVbBthjzeJ9i5aTdr8nrh0Gks8Ls+xMdonbrwxv4qlc5zvsLaGO1dbeOPlPwUADLo9VDzaTCpphnKFoUepkHH5dRz2keVM1bkejnG5XRrluLdPZZFhEuDWDaqm8Gwb/zp+c6oxWq5lchtsS0LzxiakA8+nByFNYyim8LQe59MI6LEjogkuBQDHExDI4LHTsDTnA1yqvHUQgs9iWBjn3iglIAtxLCENpeVMVGCpPIfLFXFTV2M9kA8jJsQZFZZYwO3pJ57EG6+9AgBo93uQshA6hJEvaNQaKKBYv1yGsG1Tpi2UQrmo1LM8RDFt6Ae797F17zYAYPeoh36fHKdg0EO/T/dtMBoZ0aswDE3JfZom+I3fmM7ZScNDJMxjuzbgcM5A57CNmPO+ktGo8EsRZ0tIEvr9fm8Hgv/Dybk5lFj1Ycm10evcQ8BjbK2sYnuPnt9Bdwcpby6p0pDMu8dxjDih192egwqXt6dxggEf/osLy0iZs4e0cPGZz081xlJrDv2YvqNZrqDq0HwnOoPkfKCzx4/BYRp4aWMVcxtE7YUxUGoR7fG5Jx7DzR7dn7tHO7j59htIOAcnOriDhTKtq1p9Ac8+T7lXl578DP7k934PALB1+wbAlOXOnS3kXOER2RmSg+L+xkCNru+dq7emGh8AnDx9DJqdgX53gITLo4ejAVwW1Du2vAbNeS+7711F+4DuY3JcIWQK5sr1y/j6t74LAHjqiefw4nOfx+Zx2v+WF5tocpXcwWEbL71K73v//bdw/ep7AIDXXvsBbC6HPrayiiJ9TArbCPbJiUrZMlf3fJyVyx7AtEPJFVhco1wvz/OMcGmapmjVyNn5yXPnsVqi7xZC4DF2XoPhAPX5Cn/WRa/fRoWvoV5r4rGz5wGQE2a5dB+8UYL2AQtv7h/AXiKK2CtXMOLcliAYBzRZmiDqUABUe0iuxwfNkhYizg+FUnCLsqk8h+QARzoWYpZlUAlgaxYhFIDt0fotVSXSpKiGVegNusZJ0XmKvX2ipAVyNLgsezgYGsfJsW2Uy+zgNkpARteUJwC8wiES8OucRiALuZcfv02KCm7vbOPadcrLmay0XT9+HM1m0zjW97e2MNdkqnphE6fPEvX6/rUrGEaUF7izr1D4jM25BYScX+j649SFUqlkJCEeZjMaa2Yzm9nMZjazmX2i7aGh81FywkAdEkCPdXakGmdO5zLHfK3FXzaH9wNK2rNKLjxOWD1/6gI2GBlJOneRHfWwtUdea3lt3iRBy4oHnyNF23ZNwG5bElYB3UlpojwoiTdfexkAsLn5FJ569nkAQDzcmXoClM7gsWfuKIA7VyAdDXHzMsmmi6SDBZvk5w9vDdG+xcmtUUiChwBWTl2E3yCIea89wLWb9xA7nGDmxzhk+fdOMEQ1ZpTLFagw9OxVSrDSgn5JUOHs+83VZWiG5O8eHCCKCIrs7N+feoy2Y8PiMQopx0CIFubv0pKQjHAplcJhtE1lArmO+XsE/FIhW57CgYLPMOrJ9XmUq7QOhsM7GDD0nsaJaY8hLQuaIR9b2gbO1Vob6X2N6Ss/CptsQ1H8GwCyPEWF112lWnlAL6KoHILUqJQL8UdhxNMG/R4gLPRY6jyLA8zVKLIsN2tGT+rWzes4YIG0q7fvI2bEElkMVdCtE0KCk2hVocMxjdmiDdtl7SKhx+KdWQSPkxS9ioTmR7pUkmhwsrHI6ujdoQS+xVIZOSM+e6+8hfVfew6VBiEKFmKoZMjfG8ArnjmhoZnCq9jWhL5VjiRn3RnXQm2OE5TzPlQx1Y8guKdVD+UaCxZmEnV+HlxbwanQ3D/1qScBj8X3/AruML0soWFxlPvy29+HXOAWCec28Off/H2kX/gqff7JJzHP97Fa9lFmqmOzWkajSWjD//4P/1e8+wa1bqi7PiLN98xSOL5A62nBqSNh2nn+aDT1GOcX63BA0WznsI04ponqHIUYDSka7hwMxxVY9ztQGV3jrZtbyFPWE4kSpIqgfn/+OBJvAVd36F7c2j7EkycJ5fnmn/4r/F//9J8AAEaDDlo1RjCUA7DeiwAwZERSZRp5wRYIZYoFltenK4hotw8x6BEV02/voFpnIUDZIl0vAJYg2h4Ajq0v4uxjlOBdKpWQZJxIf+8adu7RM1byS4DWiBjRWJxf4lYLwO7uLoKIE17LVZw7exYAkCch3rtK87nYmIPn87MAhbTQ8XJdJIzaDYf9qcYHgKuLitY4NiRjBm65DLdBayWTqRH5UiqHYjpXaoFgSOvFdYAKV9cNBgH6QYSc2RPfKaPfIXjRcyyw1BIcy8WIk7BVlsOxOQ0hGCErzlHHM0K0tuOZectRJLr/+GxSiyfmFJCvf+Mb+OGb/PzU61hfJ7FPKSXubd3DwjI9NyfPnjT7oYBAm5OSK/UyTp6g1IBr79/A9l1O6bhxFwvLRMe/+OILZp8HYDTbHka3PtTZaZefhwRvsBCIHZrY7vYdXL7Mh62UOLZOm/bO6D6WVli9WGos8sawub6MzXmCJ+3FBsThfZzgfkTIUtzhXjVuyaecDTyosJtCI9bjSqGMD5HBIES1Thv10sYT2L9J1QWHt14F8BsPG5qxJAwxSogrzJIYGUPxR1s7APPpK00P+1sEVfckLT6A6A/N+O+9e1tImarrhRksr4Jjx+ghTltN3L5KvHTY6aJSonlR2jHl5lDxWFpRZXC5xLVe87CU0oMapQE6rASKZPqSXkgbmvOiMq3BfirSLIMWY3qw8AUcx4Vr0W8qCSiGHS0rh9Z8uKkIrWoFvmRqR+aQGYvbZRFESvPiuS4S5pullHCYBhNKfqhT4zjOWCV6ytJzrdXEwtem8imKQoxGdA/fe+9dQzG5jm8kFWxbwONKkzSNjdLqaDSC0mLcn03nyArHX5dIYA7A5cvvYH6NVX/jHLKojrAl7EJ6wbIfqDYrHshCCXUa82xtyjHzNIddzKOloHLasCdz3oAUNucVlEcZwi0WbksyWAOuRrq7j3AQorHC20AGOEV/JbcMWYh3avWAzzKpiK1EIQIKk8cnhDB/NzINU9i8pRFy8NCWCsOA5ufk4jzu7ZBT07y7g6VNokYQhYj5nl65chVxn95jqRiNDtPbWwcIY8DmNXXy3CU4ho4UGHEFyP3OAKtnqJT7P/qv/gv8g9/+nwAAf/jP/wXK3B/QL5VRatHhLWpN5ILm0Y2nz4X4s5d+AIv31MP9Q6Mer7VAMKL72+3cMn8f9RRWFuiwELDR5Z5oaQ6cf4L6s504+zSc8oIph/YQ4D2uuvrDP/5jHLW5dDdLoLkE33NK8LxxX7xalfYk3+2YKkmhYLD/9uF0Qq3vvPsWPFbXP9q9hxHLIizMr6u7uUoAACAASURBVJg8jEajgYTvxyDuo9yiYGPjzJqhfl3/DCLO1QijEBunTqI/oPUQjRKT6yGEVRRWonO0jxIHBIsL88h4nhNI+HJcPSxtcnYrtQbWWMmxqBCaxgaDHjQ7ga7rQXHQklsCpXlaH6O4hyLr1BE2Rge0r4hsrKzea2skIYvwuhYs4aGYcM8pQXGpXhwmGFo0F6WKiwqrew/6I/R69PcoAcosvictmJJ0ARdJwHRP+cdfjTXp7PRYhbrsl/EzX/5ZAMDe/p7JZW21Wnjzrbfw7rtEpZ4/f9akGfzZn30PFgegTz55Cdt3yMFZmFvAZ54itfo7t+5gxKKvaZqafbTX65l9+2GCrTMaa2Yzm9nMZjazmX2i7aHIzkuvXDGaLFrrcZ+UOEC78LLjDKOIqCu3UsYXv0DRhue7ePOHpGHxvd1dXOXkVRc5joIBqquE7ARpjPffo8+vLi+aaN6yLaRJoQEDuEUUojRUAUFkyki5B8Mhbt26DQA43DmYegKuXn4PTonltB0Le3epoiPrDdDkjHLh1OFwDx6dhqYbepRm6DJyEGVAyJn4zbkW1leXEfa4W2uusLbEOg41y0ROlmWZXjfDYGgoEKE1Sgy/1F3fQJ3NaslotBTdl6exXGvknHSoSemB/q7oXwChnmOhR4mM0RjX8kwvmSwdAgwzlzyJuu9gocl9SPIREoaC1+aaCPYIIcsh4PG1qjSDzciHmOhhNdlHirq/F5VS06ECR+0DIxN+eHiIEQvQXX7vbdPV/fDo0EjM2/bIJNBWyz7KTJ1mWYaAx5ClMbIsNy00bEtAMXws8gwVpkKUygwdValUDIIjdW56tRVaGMVYC0TrUdphJJFEAXRFkTJzV6vasDlhNweQsHR9GASknw+g/f593PvhFQBAr58b7ZNSbQ7a9pGELOSZukgjFiZLxr3mIIVZs1maPrBOCsQn02pCvn1coWI/glZSw/FQ5+fcEim+e0Ro1NWjA+T8nO1957sAo4nzS3V8+cuU/OzfuoWAOXfHL2F3j6gU1+5imAq8+/3XAQBf+spXjQhgf9Q3Oj22jpF4RPEsLizgl371F+jvnoBi2sGKBe5tUcRp1ctoMULmP0LAfO3yEQQjDp5vwTOicpGhUC1Hwi2q3BwByeixLT3zWUu68F1CSnQKDLsDg6K5ZY133qf7vbOzN37208xEz7ZjI+WE1vnWgkki3dq+j7qhusQDz+g01mzWILnqZ75Zxv4+7YFxu40OU5FzzTnU51jAsVxGzEnCu7cEKmW6jhKAIbe8EFkOTwLHVgnRe/vNK1hkfbO11Q3s7RGi//prr+DubULgf/pnfhZr64Ss52mMlJHwftpGIpmObq1i8dgJuta16bWS4igwyGqawrRfybMYmpmipUYFLhfSyFGGLqOU/SAymj+Zkoi4GtZyXIThAIUWq23ZEIKrhFUEn5Oz0zQxbSGyTJnnLFcKuSh0y2Kzv6lUIefrqLh/taKCxVrpdfs42Kd7urW1hf19Qly//OUv4yc//RNo87+zcIQ0pGsK+31cepx8h4tnL+HV774KAEhGCeQmjXfzxHHUeG1OJkQLMV6nRd/KD7OH7rZzFR8FN6mVguKbutfOjGqk61hGQXm5UYPFIkklKbDBh/T+1h7usWpkqjXCIMQZFo+CbcHlG+n4LuGzAFzfR1YcFgAcLj0VSWzyTOwsR4kPMKkGOGpTXkKkPhrK+qDFaQLbpevvDwaGT0WeI+Oxh6mG5MUq0oiFEIEoSTHiA0WX5+FWaLMdpTHub+/AK5qW5SksvjF5miGKuDRTw6hLCtuFw0BbFI4wDJiacEPEfKJkaqwOHU/ZmA+g5o0ZUyBCSKR8OGd5ZgQYhRBG5VOpFJLzdPI8hM1wvSNj+Hywzpd9lN0S7tyhzWw02sVPvUB9ho4tH4NdpsX+3tZtJEbwb1zGrvR4A83z/MH+WXzdhaLzx9nXv/5HBsYsqlUA4Natm0bh2oGCzetGa2HoJs9xTQ8zpTUY7YZQCrYQporNsyUE03k6T3CMeziVWkuI+DFKIU3ukaWVaX6LB5p/jnOKHiU3qTdQiHghHLYHRo5gY30JC/NFM9oxdy3v7SFmKuf9H16HlbOQmQZGTAnPLzZhuWWkWdHDzkbOlE2WSUMP5FJCFZ/PtZEIFdIyKueOgMnr0SpHsW9IPb2zI2QJ8ZCg8Fajik+fp4BoMAgx1yKu/m67g1ffJormmepFHLDAZ6/bNpRAvxuiy2Ws9YqLM49dwJnjdFDu33wLy8sEnY+GI8p/AlCpuBAjmpftzj5spqYunlzBt7/zLQDA5tIpSD5Qbl95C3OcbzfHOV/TmMosgEXlvHoNNa4M2+uHSHnvk45tlITXj63h9CmqGLNtDwk7naNI4e23KKdwbeMCFlaOw+KcjJLOcOUdEr0c9XpwmRp0SiUT3CRZhpOnKL/l7LkLuHf3Nl3gRE6ftITJZ5za2Wk0kQzpGi9euASdvQsACHpdFPXfvYMRQr5vXqmCOuffBNv76PNz3B4FaNU5F9S2cfDSa1g/TfPQbDZQZufM9XwUHsKxY+toccDY6/fg+TSHreYcHK6GGna76PMeX6m1sMw0Sqk8fd+oWr1qHMg8zUwukoxz5G165hYX19Hkaj2/JpBWiHp6/95d9LmSKxwqREWepkqQiyEanHdWqeYoFU2mlY2lJbq+7d0u2m16Rhy7DJ+dYi1ihJzPWatVUJz5o0EIl0UXbT19juC0NkkbFRVROzs7OH/+vPlbhwURb926hbMnT+JXvvrzAIAbNy6biudf/LmfwcI85Zl959vfxu4BOUSPX7yIXo/Ge3R0hJMnKXd2cj1mWWZSFObnP1qkdUZjzWxmM5vZzGY2s0+0PRTZqdUrRmRMAJjj/jiR7SBmuLwkJVoMxUZhiv/7W28AAFqVMppFwYvKMWLqh/5f4s4doouqzSZqVfLSdZbBKtJ08xxWIRqigZQTeW2Vmrp7naXwOUotyQx+fMjX8dGdTz9oudaYZ5SpE8Wmo3K1WsXSOnmalhQIWf8jDVKTCJgpoB+ytyxzWIy2BL0+8poPlyOtUe9oonuwhJQ/2gdKSmmErYSwxz2/ohghQ5LdwQgOo2CFjMlUJiQKIQ0NEr8DANt2TGRuWZbpXZMkCllA3rTUMTyuwCo5OWo+vd5cWUG9cRrf/d43aR7zPhY5kXKhfhKjhKKSd+/eQBFPOJYNUfxjAu1I03QC5dAPUFrT2Pe///qY/rRsLC8T6pJmidG6CKIIQ9a6sSwLbiGyKKW5N8NBHwG/R0LA9ZwxpJ8n0CzBLrQyHbZbc00cjorqCDG+t1qgaC41WY2ltZ6gBqZHIEeJQoeTEbf2+7hzl0TnokzgoEv3bWGphRJHcQf7Xdx5m2jkfqKxxBRA/+0bGHElmVuvQuc5Ui6/iZIAIesHaZUZpFEKaSgSoaWhq4Qo/gfAREsYLcay99N3/wJu37uPMpdDzlcdrKxyNNvv471rtF/sDyMo1lXJMpio8W/92t/E91+jCpA//fb3cPGzVJn5uRc/g29+/Y/w9psklPfZZ04i4SqXg50Bch5XMl9FxgKqWRwi5MTloL2NM6uEMNzb28X+HaJJjtdc7HLE6dSn741lqugAJFGKEMUzAKRMT7jSxoVzTwEAFlpr+PzniaqbX1hCxEjyfnuAf/R7/4zGcbCLSmMBDiOwIWJUGNV4/MJFXL9OaQJKaTSatNc9//zzJkqOghGCqGihIKGyAomFQQ4WWtO1NUH+/7L3Zk2SJeeV2HG/e+wRGblXZu3V1V29oRvdWIYASZAACMxoCJNIaTgymczGNDMySU+y+R9614vmjVpmjGMGkCBmALCnQexoNHqtrj2zsnKLjIx9uau7Hr7vekSR3dVR0rwISn/ojsqMjLh+ry+ff+c752hISd+9urGJ0w7Np9vdnyPisYVEwpb0DCxniJCzOdVKfcYckjbAWkFhnOF0v4vh5EMAQKVRR3OFCC8rawK1JZrvYTSFwzB0nKYYc/aoWCxDMFRtBQUUI3pP1N3D6R6vbeUVVFY2FupisVhAzBmkBMCUC6ldX6LGDOSKa6PKFKqCsFFYouyV9hPcfkBlFuPR1GSvNRTKlQBLS3Tvms0KClw6AZUYiLNS9tHv5/53c7Y3cQzNSEKaZsYuQmVTcM02GpWncz3/pDa/Ls97WVb487/whS9gyOKgjuPgypUr5ufPv/AiSlwekqkYrRatY1/5ytfhuDSP7EIJR8eEGBSLRXS4wH5nZwdHR/TzZ599FtvbpLFVKBRQZwubJ7mePzHYsbMITr6EKWUUKVeWakg6fDGeh5Qhl0EYYsyDdRTFOLWZ8aJVXj6ASGVYqdVgezT4ev0B1th4rhTMWEO+6yLhTTbKJJWYAxBZDGnxphxOEHCgZEkNXueNAOAiLYxCtI8pZRYPRkj4+i+++AJe/9znAQAP7tzF/n3aOKZRaqjUSkhkHEQ4QmCZxQbTso9hr2NE1pJYG2NEWyjDxhBameBOpYkxBbWkgM8TJYoSDCe5oag2as+OXLxQIM3UnOL1zIDSsmcbFyBMjZRWKZCx0FzVRq3EE9grwOFIc6nSQKW5iT/6xrcAAMWyQKNJg69eWMaF88zqefeXGLEhZaI0JKfw1RyEZ9sztlKmFFIOpBelZlOQxqlk2zKT3vMdRBMaT3tHx5jktQsig+QNX2htTGqzOIbmoNx3fDi2PYMfFeDZOR1f4/SEJmB1fYqAx3KsUlNfAZWZQIDo/hzAQRtKeq7CukhLlTDskmmcYjCkBfbkdIAo5utSNq5eukDXm00xZbrrQAi02PBy2h9gLNissOBCao0pC+7tPfwI3QEdGHwBSJkb5AIWL+K2LZFlOZPNNQJtSqWGtUf9zWnNiwd05UYVVQ4u3YqPYQ6J2y62qrTZjjqPTP3Q0dEB+mPe9NaXsbxK71lfruHPvvV1AMDnf+d1HOw/xF999w0AwP/55/8O//KfkadUvejh0QGxSndPd4EtVpIWCicdWoStkkZjQs/3Jx/eRLtF8Nha6RyOWGDQsp8CUlbaBLmWsBGbWjoFm1XWv/qHX8e//BfEJv3pT36F/UdcJ+QEuHSF4IFyPcIf//E/BgAouAhHpxB8Hb3JiOAdABcvXcYhK0a/8MILOHeONvQoHGM8YqHFMDI06cD34bi5caNAhQOOSrW8cB9ncLFEf8ril5EFl7cb33LMuhMlI/SP6TpOO20EDPfISg39XpvvmUQWh+i0aR28++AetpmaPAkjNDnY8dwS+iltsn7got+j53N8dIQqKzk3ygU4fM/DyQgPHxAT2Cv2cPHlLyzUv2k4NWwsIYCY64HcShnrG3Qt02SCPnuglT0fTT5Q15sBrrtcS6RaGLDnXIQInmuhHPAeEgqE/B1ZnCDj9apQdLG+TuO8ddzHiGFfxxVY4UOebfuYdrlUYTTCcjOHRBf3//qkpud8IgGClgCCrg4PaZzdvn3bHELOnTuHtVWSLXjmmWdQrtaMY8LnfucPjMDgUmPVCKJev37d7A3ztTk3btzAm2++CQD45S9/ic1NSkZ4vm8MQHPfvI9rZzDWWTtrZ+2snbWzdtZ+q9sTMzvVeh15efkkTOBx0dxLlyuQPUrF9UcRTkOK4iaxwpSLr5ZWlxFxsWhnHGLCxWlB4MCSFi5euAAAuPfoABPWVqi4TeMnFGUzFkKapeZ8mCUZFOuTSNvGVHFRb6KRsH6CsBZnuZSKJcQMK3QGA4w41RpnGQoVioTra1sYsLicF/ho8UlJaaDC7r3FRgPXnyO7+ng0wnu//jV6jDWlqYDD0alr2bNMti0hOVvgeY7JIlhKIbdbUZBIWb9nohK0+3QdDW/x7BXpxdDrOIlNgawFKsoFgEk8QZFlzOu+QrlOkfJqvQDP5RRqsQqZsWy8rsG3bHzhdfIkKdVrM/uHUgMlFgwMvAIcvncWLOSV7XoOrnJd12R2puHUWBvkBdOf1nzPN6xBJTTSORgsT4E+Oj5BwLL0SRrBZ2+2clBArco/nxaNS7fvFTGcjjHlwnrPkvByvzBtYTRiC4HxGD57NQlI5MCNgj0DduZOJ2RPkWfwFuoe/Z3WRhjN84qIWDb9pNWGlDQGVdqBzX5GjWoFSyzVf3DcxZ09ysRacQLLY3fsLIUdlCFyXDOLUeKCfxcSDsMZ2tHwWJtGSstkBgVspHlBtC2heC5qnSJLc5bI4pmdq5c/gwrDLJ0oxAfvEYNKORYKDAk2ygVYXGy/XimjxhnfcDBAr0/PehqPsPeA2EjnztXwZ//Vt2BxQfpf/sV3UGJW0B/90Zdw41nKRg6HPdgs0La/t4dDdtV+6cazuPUuQVcH+0cYM4T2UW+AnQndt9Ojj/fs+bhmS8vMRcexEWeUKfIKKV75DGWS/9W/+p+xvUmp/3JxCR9+SEW+N29+hD5n9La2L+KLn/ssAKBUquLDm3cxYL+2+7d2cHhAmbwXX3wef/yfEbOsUCqixfDAZNQzsCygjJO273tIFa+fIjMed/3hYqJ7o9EIPn9W77SNHmcudltTxCw2eHmziTIzPJWOEKV0HXEaYcKiiWI8QMbZwaBQhl8oGRZSrVLlInig22kZZ/Zrl55BXGa37+kI4Ziz4HVp1hStAZ91auI4Nl52erq4MGQ4TCC52FeqDA7PuXKpDMFoxOmog8GExmPgemgx5FkuuigHVGzvBw76A7rGQhBAxhbsmDI741GGNM+mWg5g8X1xEyzVCS6KQ42Es5zrG6tYWqE123EdVAJ6fbircX6b1odK+T+Nzk4OXR0cHOBXv6I5mqYp9vdpzDXqDWzy2iOlBZchxA9v3sTxcRvXrlGhuVsoI+PN8KTXw+4DmnMnrSPj4D4OJ2gf0phtFkoo8nz/4fe+hwrP42vXryOX82oynPVx7ckKyoOx2ZziLMGyyJVwAc0Lf5bEUExnnERDhDyoeoMO6ozheb6D6SEN9CTR6ExGsFgAqb5Uwv071Bm35iNiw0REwlTTqzSCyxPQ8xzjjeM5GhWPNtKKPcKFBg16YS2eVl6uLyFinG9YGEBw4LW39whvvU1sh3PnL+P8VfK9GnaOoTmY6g9GaLCi48r2pqGwT3oRhM6gmKY9no5Q8XgTsf2ZWrAtDdQRpamp93CUQMpMnkgIUxNyMk0wZvjKforC+vE0NLzyOI7h5ViwVsZXajIeIe7Twltf9rC+SfU3tXIRmj1VXNeDZ1Oq1BIlSCUQ8MLm2QGkx7ULnovT0S5/7hRldqdM09RAONJ6vF4pD3xsy4LNLIRCaTE/Hoh5mAjIh/XR8QHefZdYKbESKLMfj5ACxQJj40s1VErsDxbGyBUXw2mCJI0Qcfo4BCAlLSDCdTFiyvKg14XPEIuUNpIcxrIkwDCc1sqYnmYqNQGma+VObIu1nK2zs/MIJy1aSJdXGhiwcFuSZHAcGr/jSYjOKcEAJ5MxUGWvpFYbguGtu8eneCaWkKzQ7UHCdyR/VoyTPv39eDo24l8FzzULixQK2kTuGgmPdylm1HOlnwKqe+9dRGWmU2sNzXU6jhBY4oNM2S4hrtD11gsF2Ae0rvzke/8eh8wGiaTAmz//NV1vzcfXv/oV/Nl/TgrKcZjhr7//bfpCb4T/8X/45wCAi9fP42CXDD933r2Fzns0ft/85R04bVqT6v0UIme2qBTVjAPAcPGo1bYsTBn26PW6aKzT37783Iv47/5b8rq7cuUKfvMrCnAO9o/w1a9+BQCwub2JI6b0nhw+Qodp3S+89BJeef4KDh7SuN+5+RYubtFmc+HcOtptgulbB3uGgm0JjVTnsCPVpwG5NAJDCEIiinLBvMWC1iiKMRmyJ5QTGGaXkAEOWrN6uPObNBelnkJYeT2hNIfdeBKSoTCASr2BUrWEwYDrNi0bJV4japWiMWY+PTk2dUHlUoBlFjGcDHuYRiw6ly2jWaSD4trGOSR8mInCxYsgk5GGLXJT7AxeyvcOEp0JBYXdwRiKlbclLPR5jh71B9hkWMlxHFzYIMbhs899BpbtQbCB6+nJxMBjy6sBlKD5Ppo8gsoFUUWI5SbNy1q9gmTKgnuRgstlEFtXllHkwHIw+X9vBCqEMHUx7733npFLGY/HeOONNwAA3/ijb6DJSYDWyYmBtDzfw6Dbx3RA19FoLhl24e7uLib886VSFQnXxXZax6iwL1hQKKDGitzvvfcufsX09Ml4CI9ryy5fvvqJ1/7EYEfpsTH8LFoJ3IQmmh0HqPpcrJkK7PBAefb6Bp6/RPichRRBbuhoSRy06UF8929v4VyzgC9epEl+VK5gekzve241wMUtwuAFFKK8YM8CLDPZtNm4BahWBwCkPsTSZS7AEosvPquNVUxGdJNlqpBw/dHh3iEOD75D79k8h5eeo2CnUS1geXmZf76FVR6s5bKDmGtTChawVC1gNGCtjIqNJaY2BqnEiDNeKRQkB06TcIIRB3qxkqY+Y5JqHLMdQWZ5qDbp/uoFqaAAmYaOeXOOwqnR7fEsgU6HFsKw38HFNbrGgiOgYrqWol9DoUSbue+W4Vo02Bq1dUjbhwDTbpUNMG05nsb4xS/IfPDgYN9oI7iuZ7IjSs90ZuYxYK21CfoEFuujbUkjB5ABUBywtI5a6LIEuXQLOOXNv+x7qLLrsmNZCHPzPZ3CzuUCRArbkRiwDsY0SeBwYOfYEkO+n/1uB6vbnCmzHEQ53dyyIDgQsCFMUJCmiblW/RSBgOs6GB3T+Op0eqb4WUCaWq8knSLixcPWRLMFgN5ggDHXKUSWbTKuB/sd3PxwBxYHfpWgaFzMUx3hFpMIDh8dGC2R569fwaVttg5QU6j8hGtJk8nS0GYKqgWLzAGg+qgFrShjXBcSX2U9lFRpxAOal5mEqZlLJlNM2lyg6QBWg94/msR4uEO1OLWKRr/Xxco5ykD+8//+X5iNtt+6jwkXscqNVVRZ+2X8mx2on1Lfo1jBY1POV90qcpUhHSaIuJhaPYUnBgX4fGodT/DCOTrl3nj+Bayvk4KzhmPqvpdXllAu0fN57dWXEYa5ynIPXdahSaMxvGoF4Yj+XQxc1Es0L0+OHmE4pADY1hm5HYNMcvOszbA/wMEByXa4rmOCZ2duvsbhYmrfvu/h8ISCMO2m6LYoC+5kCSoluu+t7gDlGhtYurN5QPM2zw5KlDizXqzVIHwfTZ+ClCzKsMTPql4vmXvVbbUNeUSUpNE/evjgED5vkhsbW0jmpDxyFd5ycfGsh9AJcpaMbVvgKYc005iE9I/pNDNEhNTNAEH9jSKNLKPXr7z0Wbx0neQ66o0NjJMEEWdHhz2F42Nar5ZXCygW2cbm9AhDzrJZ4i7GvCen2cA8IwUg5fW7VCxgymO22/tP43r+4AFlOkejkZF+OW23TS3dd7/31/jGN4hevrG+bjL+URghhcJDDtIfHuxD5Zk1wBTVdCcdVDk5cKmxjITX3ZNwiE7E0iJCoHNCfT9tnSDlmrPcTuLj2lnNzlk7a2ftrJ21s3bWfqvbEzM7f/DKNgRySq+eS1+HWL1GGZib90/h3qBMR7VSwMuXCHNMktScPm1LYaVKp6NOdx398RQpCyBdXS9BvEYUyJ2HXaTNHF4oGMjDtrTBaFUmkfHJPUkVRF7ckmRQdn6cXBxDd/0CrFzJVgiMWXAqjhJMWPzv4YO7OHlEQmbNegU1pmE217agnZx2WoSXp/SzDK4Q2Fyi+yJsAYdvtQpTaGZdHPV66HO0HWYZumP6vm6YzHxdEoWY+xsUA6Nqm/vMLNIsqZHmKdGluqlcH3aPEfNpsGRlqDMMV3IlglwxOsvgWfT+wC0YsbPm8iqizMNkyuylsoWUKXdvvfdrfPe7fwWA8OO8st6yhTnF5c8wb/N085yOuajoXr3sY/ch4cWlSg2aMXwoZej0w+mEVIUBlLfWyVwQwGgSQjPcFCUJEoattFSwPQee4kwHZmKA0yiCZD+teDpFlitfW7Y5PWiVQvI4FFrNVKHT0GQ8fW/x2jKtlUkHAxoFZsh5rkQUztWZgZ+V5WAy4e+PUiOpoDKFKtf+xIcd7Lz1PqpXaP6duEN4/FzKFR82M3GWVlewy15Lv3nnPSyz/0+pAMS5qrS2kOUsRQhk+XPWi8MDhdRCNqeK2ufanBMkCBX10bdcWGk+z1Lkx2o5HKK6Qs/08oqDr335FQDAjQvbKBVmpz2RDfFf/OM/4nsxhMUMU88p4GSXmDl7v/4Aus+Za9tGJ6NxUy0ARYbsRZqhkjMAnwJStn0PHteiqGmEyxeJVeS6Dm5+RPd4a+MSXnj+RQDEssm9hZRSKBcpY1MpbmCLmVWZBu7fvot7t4mareIQZgUUGVgZhIwieZ4lAsb3cNDrmzHUbC5he5PuV7c7hMVQa5VlOD6tRVGMXp+p3XqM9gFlyAIhUWIl9Xavjf1jrlVarRojTSlts77ZrgevQONPegFCLdDj8V9yPNTZtHVrcx2tFmUDVRZiyOsZ5NT0aTTskykWaH3J60oLrg0rZxA+BWtweaWAlI3yLOlg2OWso5CwUoauRICYa5EiBRQ4e7pcW8H1i5RlfPWlL+LyFtV5dnoT2A5MIZ/jBqb2sFj20aix+rS3avoV+A3sHdMz3zv4APGU+2A5iLhGNk5DjDgz0jpd3OwUeNz3Km9xHOPRI8qaWpZlZF4838ef/OmfAABu37+HMV9jmmWQvI970kIYT6E4e152HYQDljywbci8NCawEOZM1UmGEd/f+zu7Bha9dPkSEq7J2n+wi/o5GrNh+sl7/xNX20aBaH8ApaNzRViVxXA5FVsv2ghcGpRJmiFhzQEFbYKdBBk6XRpga2UfJUej32E36UmKWoEeRq3g4NYtSk0N14vwnHwSKJOqz1KYCTEJY7h2rv8BxDkd8CkG7lRrQ8u2SyUs8aRWjoXuKUM8wx5sTo9qleHomAoB9467qB3R9a6vVrBeYbgmToEp0LBoF+EGpwAAIABJREFUQuosRcgbwTDNcNihQffwpIsuG7ZNFDDm4thYqTmFahcVTsEW/AJW64SFbq6uL9zHNI3h8L10XdvANtF05uS9Vi+gxtjuSqOOwM+1EARSLsCLYqBW4+DOdTEYZPj+D/4DAKDWWILiRfzNn7xhHNQbjQYsK9cVEjM7BQtGOyJNUzOxHMeGxwVtrvvJ0t/zbe/uTdy9Q6nVz77+RcQsg+9b1iywm3RMmnUwGGAaUkp8GI5NIbTW2mDrcRxDWS7sfGw4NhQHDKkmlVuACs7zSWSpCEUOZKXU5p4Hjo+gkBcxC4RcYJ/Gi7sQp1mCg8N9vv5TNE3AYeP4mKAYt1I2Bom246IY0LMaDoZw+P76tsTlFYKhluMMwWkPco3rj4oa/TEtFqfdU6BIc+7yuSUULAqIbt+8jU6HNp1yeQW2Q88qShKTwh9MJhjxIpipxSGeoQdMGRabpgnCJL8/0tS8OQrILcHHWWoUr6PTPpIG9fcPv/Qavvk1ChY6gxFW1ooYd2iBHrYfwFumg0KtUYXr0xzt3j/Bt/+Xf02vD9so52MCMXK+Qz8cIko4yLRcOFyfFcjF1YSEFCb493wPrSOqOcoUMGxTjeBSbRkvPU8U80ZQmLMdkWZlo/nCjuntDj744H1MeV4LKAPPKD0PE2dIOTiVWkPx/S0GRWywGez6xgq+9nu/DwB4882f4lfvUM3bM89cWqh/k/EUPd7ADo+OccgGrtvbVxCETLlXFsY9es5dJ0Gtxho4UkLKXJ1bwnLyA3IXb334IQTHuF9+/VUsNWk8VByJA56zw/EYJa4TtWyJmPWjipUyUq49Gp70UGY4zBEuMl4rxuHiBcrLq7W8HA++V0K0RBdWKHvILJrb1eKKgdeU0nB5XXj22g28/iIZW0a9CP/xB38LACjXm9i4sAbwHpClMXSu31MIYLOxcqqBUkB9rBVWEVeoj5NuhGHnI/pCR88IKdMEQ7ad6A6fRpzt4w+bw+EQY9Yis20bPYbKHcfB2gbtSbLgm7qeyXQCiw9QnuNhbZpi+C6ZYo8fHkGPGG5r1CByI9O1BryrRM8fFXz0WSutVizjxrNUThKN+vj1m1Szc+/WbWyxC8JwMlPQ/3v9earen7WzdtbO2lk7a2ftrP1/rD0xs3N80EXKp+84UUg5QoviBIJP69MwxcmAi4y0gpvmwm2zU51KM7TH+eek0FmCvX0qmoPu5wcUqDQz2Zm9/Qgy/4Ug0zMARM8Ws587c0aDWZ52W/wwCSWEMeOM0wxgynSluYICs3QG7RYGPTrNpgIYc4Hn6aCLR5wafOdWggpnIjYLVVxeWsFqhU6QaaTQ4lPXrZMj7DGVLtICEZ8OYwUknDlzHNcY4q2trKHOhXrlYtFU3+dsosU6qVBk9oLOUlNBn2mFBhcPX714HjanAGvVKpZYILHb6yBMaJgUyzUUyvTzh60W/o9vfx/f+973+EsELD4CX7h4Dq99nmixrVbL+FZJSyDPgxADaKagnJ9EoyhCwF5DcsETc2vvPlaYbRRIhX6XmX/hxHh/2Y5tmEHD4RAHLIBlSWlMEJXK0B3lxcoaAplRk3UtCYfF0gLHyes84doOCpwFW6rVsLTa5LsRI+V0eTEooVKl0+Te3h7evnUXANA+WdywNkszJLkqqo6wuXWBvh8WxqyommBmDFirVWCxQGYvS6B5UjgusFqn/p5PBUQYIeJixmNHI+QTsJskyJjB4p0vY3mLWHiHD/eMN48f2Eg4UzAJIwxzcdHJBOMwT6MvjvH0JyPzzAPbRp2ZTz7UrNBZCrNGQNtQMY2hEEW88mUS2bv8wrPoJzQG4qCHX/zmB7AZxo2TPsKoyTd1G1mXnsF3/td/g9s/IhptyXHhcQayDGG+e5wphLwGjuMYKjeJfQqyQBrHVBwMwHc9TEb0uhC42LtPJ97BcIDx+GsAgM+++hKaLIjn2WZFhBYwonnvvfs+2q0WEjZ4zVRqsoo6VcYLT2WZEdCUUs4gCC9AnI+basWoXq80GsQYxczk+NOaZdmI8mz1eGyepwJQYlJAlAoIFqw8bE+gmQ1YCixUyjT3HdfNhc3R7/eQxjG++gd/CADYXl/C+++TWnZ07gL8nOiAEDFD6ZNJgoTFSYulInqnlIHIwjEqDVpDVRpD5wWyTwG3KqVRZwbm5z/7eSM2WmvUTMbX930DoUNr48W3ubaFJq+h9z+6i5NHlJWtVcpYKtWNvH0caogaXX+jVIXPbLmRmBpz4pXGKkoe7VErlXVsrBBZpj85QadH47/VaeHRCWWE0+HiuY0f/ehHWFmhOX/+/Hn4nG3v93omIximMwXkpeYSHu4Rg3GqFFKG0MtLHmq8Psbv3sb4b38FcXcHABAMJ1ir0X2sdhNo3j9P37qLcflduo+/+zLOvX6DLmrLR4Fh5Eenbdx+nyC85154Hj7vh73RJ0N1Twx2bt/vGPhIQRtV1CRLTU5IKAun0xz3VMh4gU/nWDWARsp/IFief8w3w7WlUU6UUHDlTFY//3MhDAsRFsQMprKM8CcyBRMc5anQRZo9xwpyRBE2m8ppJWFbDKcEVQQNTvUPBhhpVvYcZ8bUM7QydFkDo3c6wSQCbrcoQOr0uuhwmnSkY0O1tC0PHj+8QFooFHLX5VWsrREGWSqVDGbq+77RO3kaN2nXsWe4q9JwcyipXEHAtR8qU3Bd6q/tltBco4kjvCL6PQ4A7CJ6Exrof/4X38Zf//jnWNkiSMT3PAMZrS43jE1DliUICjMtoThXadbKBF3Hx8fmb6vVylz6d7Go9fql80gEwylRhJMTmoDRZIIi369mtYoeywok4RQnp8xQsS2zMVuWNAEnIOBbEkXWzaiWS6izMncWxzBCSJaNcoUmWrXmYbNJgUQ4VugMmOljA619WmzffOM/4oOPSI07fELK9e82rSPELHPfqPu4epVSxjoBeh0KVk4HIWpLtKH4noOY77uGNno4EJrmIIDU0lBSzJzLx1NMWa1bQ8CxGfoqCBSZ7l2s+Oiy6V4mNEaTXJ4/MSnkKMmgRB68Lh7sLFuegaWcREBwRKkdBcXXkglpagBWfA9DDuIuvvY5fOH3vwoAOEozrK5RLUSlOsG7P/tbdPZo8e+N+8YcNtgb4cd/TnYnO+/cRzUPrqSEn6uMZxop13XYloTH886CQMrXkT6Fd0saJ+aw5rkSG6uUrl9qbuPXv6KDw+27H2LIOk5RnOL1z5IbtOcAOjf01cDu/R0AwMHeHm/aOSuQzHwBqqlKeKw6loTF69tkGhn7FNieCcACz0fETMMr58+j+BbZ/+R1MZ/WsizB1haVAkipzXe0W4dIQeMxUdocIiZRjOkj+uxmzUWc0eZdES4yVqC3fBvf/MYf4vVXibk06pygl9DvesMBwvzwpgbgcxXiWMPn+kJpZchS1nzrHuLcOgW7vl9AzIruSbz4ntHrTXBhlVh0v/PqF7HEzLdytQ4n4ANuliJkdpRj2/C5XsmxA+TKKMEzLlabFFAU6lV4bgEpM5tbJyfYYmZyc2kJTl4jiBpGrM2DikSjSoGw1jHGMdUCTaMhImYY7+4+wP/25/+ankFn8Zqdvb09U5tzcHCA9XW6loNHe3A5kG6dtvHGGzR/ysWS6S+8Am5covm3XapjeovgNefbP0Rp9wi6SPdi4tlEXQZQKgXG3DWQGcYP6DC6N+5BVtis+to13Dmia/qbN36AjS2SR3nhxg3c6dGa3+JEwse1MxjrrJ21s3bWztpZO2u/1e2JmR2hFWw+aikI5AI3jiVMKk1DwsqLMnUKj6vJM23QKUgx8x+yLCBNLCOy5lgSs3piabI2QkpITttoNSvGIy2PPK0kZsV3UplMkFKLZz1IRIs+z5LWY0J3eaQaRZGBWYIgMFmXer1ujFJjkSHlNLJOMgilMeC/nxY9FDg9W/d9uA6dcIqlijl9OI6HOqvHlssVOM6sOPfjjNfEU6TObTkT60qSGAU2E9XCQpJwWj5MUSlQ5sIr1jHirPWtnX0UXNaocIvYP6QI+u133kW5VkW9Sddc8FyUOJWoVYJjLkx0HBslhgMzncHKraOUNOrG7fYpsfcAVCoVWHnqO1vsxBxNJhjy6dsru0YR23YsFLkY1F2qIeA06eFxC1P+PpmkiPi167rGJFVAoNasoc5Fc+VSCVtblO0aj8cmU1KpVQHJp7GjXSzXOJ160kWHT8ONJYUPblMB9c0799Fm0TXrKc4axZLAefZucj0H5zbpWU3GKSQX57l2gCILO47GY2Q5ZOG6iHLPGGmhlTMgPBdWoUBVj6CMleB7FwkFPsAh1gkGEWXCgqqHERc6jkOFHmeCYhURDAxgMg1N0f+C9mYAgGf+m28hZZE3FacQuXCbiJHkJrtRgjKfZpvLK4gZQvDPXcaQIbVEWCbT5zolvPLal/GXO/8XAGDngwM0eFi9985/QHZEGYK6W4DO528cI2L7WtvxoY04HODyXLTSFCJXj16QNQiQqGCRRfAsy8IBq85K6SOK6BmNxhP87KdUfDnqjTBisc+jw4c4Zdhga2MDK0sMmWYalpQGislUgoQLXadxhIhLAJIk4bWUlNlbDEeORlO4bPBb9IOZWam08NnnyZD0rXfeWah/xaKPiE2AhdRG0ytOJsYjr1xwTFZMSAdF1hHqj4ewXHqGcCPEPIZuXH4Wly9so9OiNQVpjCKr50JKPNqn035v1EKV4aWCVyHlYQAvv/ACwsukYfTg7l0cHewAoLWpwKxMz1+MDAEAQVDDxS1SuF4uNVC2GNkIU0Q8Bn/y05/igw9IGLJWq+L11ykrtX3+omEQWlCoMKklEwqngwFaLXom/UEHVYbmMZWwIxqD0SSB5udZrxThOiy0aMfwi7lpcR3FFbp3K14Vf2kzc3ew+GRM0xS1Gs2z0WiE3V2CqI7bx/D4mfq+j9/9HBnu2kJgqUbrU2c0wU/eJkj44Q9/gK9O6d5eGE2R2DD7unAstE5pjSw4Hsa8Ro3SEMMCvac6jOH94CYA4H4/xvshoSqvfe51bPC+JDIFl/f80WnOWP377YnBTskTUFlOy9bIhZQce0axxZwcvBC2Yd6kmTYiY5a0DA5sSQ3l2Rw88aY9LzzGQVSqtaEkQs8gqhR6Zjmg1Rw7Qc4FO4svPkrrx7ac+aDG5YAj8jwTfLiua6AY3/eNcFSmshndFkAGjTJf0JIGBEMyUsPUfniejwLLeheLFQSc6qRAZnZPzHdk2SzwWTzWQSEooDc8Nn+WQwXJaIo+QwX9oAye9yhmFn7+G5Lb/85ffR+vvkjMlvPnr6DI17i9sYFBJtFg6K1aKgDMflCZhmII0LZtA1NqIWZ1VRDGEE4IaV5Lac1E9xas9zg+aSO0mK0TayCHabIMSZo71KvZeLRtw/SxoIHc2iANzf2VlgSkY0Qcy6USisyEs4OyES9brpfx6BFtWEuNKoKAhenGp+hwUJB5Cjus9DuJNFyf7pn3FH4RQcHCa4xdCwHkIti9/gRjhpJ8b8nUYURpCMWGnfB9hPncEBonXPtTbVbh+wF6rKw6iVNow0JS8Bx61kmmTbBUqlaQKYaqUw1p0cI3HgwxZZNaKR3DPtFYHOLZ/mevGrkJS1qweEwU/Ro8jzd26cLh+oVUO3hwj4LIzkkb7PoBN1SYMnbftyWWGmW0uK6p3RniH/2TPwUAON/8GtgoHGmokGTcrziB5ODKhkDGLLMsntW7TcNwNi+TxaUums0mGks0RpIkMmygKO6iUKD+9vsZUmbs7T54gJ37REm/e/cWWszI6xwd4Utf/AcAgCAoYdDrYcTPUWWhEV7sD4boDvOaOReSYay79x/gzj36XN/1cO0ase1c1zXzZDId4/wKHezulu4v1L8onmCci6sWPFTZQNT3A2xyLcLz0sF4mEt8xHj5tdcBANNMo8GmkYVCgIMD2mALRQeddgs9DgTWlpfR6x3x+4qmljRwK4jYnkJkIa7eIKjp3Pq2MYe+uLmFD96lwG047EPlpsMcpCzSaqUCLl8imxGlFQZ8MtSWxs9/Q7Dfv/m3/9bMxSRJ8OFN2rD/63/6T1Gv0LUIrSCYTawtoD9J0WrTZp2pGJKNXeN0poA/7odGFmT3YQ/v/Obn1Hcf+PwX/gAAcPn8dUQ877SU2N6mQ1r1w/cW7uPe3p45jG5ubhp2VX80xBKrMw86XRzvkOq4ZUnEfPApVWr4B889BwBId05w6ZTG31q1jEG5YA4ugWNhxJByc3kZGVPJO50h2ppeXwo9bN6jtXPfl/ja75CkhJNIHN4nIczG1gZWWOi3l33yXDyDsc7aWTtrZ+2snbWz9lvdnpjZ8S1hRL6k0LByA8C5tK1lZZCcLowzwOKCQc+VxtIgzWYeTEIAnu1ippSvjdCc1jPjQAszqEZrYeTqhcpy+R5AC/MdYZgZ47inkeHXSpmz52MJJpH/h7ITedbFtm2T2Ynj2LyOJpFhpkQqgxIaNsMxnrBMStVyHRRYYrtcqqDApnSuO2NXpWmEND9xZNljhboGcnsKs1PbsiH5/llCwuG/XWo0EPMpvz+awrYpAs/0AW5zxC6sAH2W6r//YA9rLGZ4+eJlPOr0kDGTpxwEqJXZkFKTZD9Axewpp8WVygy7L4sjWHxPICRcb5YJyk0kxYJGoNLxMGJxRivRGLI+RRQliPj5DCcT8/MkMxadUFpA5uOGvhUAECcZOoMxtjlDFVSb0DZn3jwbvjvTCxqyVsTVq8/h6CQvnMyQ2HSCOx4BCQszesUaHDWDgxdtmZrCD+g7hRRIMhYSjCdI+bXtKkxzy5E0NpmdSGVQuVhZUIBTJqhroFL0hx30uLB+EmcoMUTk2hYcfj5JYkgiCKMEGXJWZmR8tVRqo3dKn3Pp0mVsbFDx4P7+wcJ9/NlP/h2SnMEpAcem67xy/rO4xGKl1VoNGadjTh4dYO/22wCACxdWEI0p+zBpp4gP6fQ7KguMGmWsMNyKV6/i2G3zfRnBL7DnXtlDwkXQ0rbM2iOlgMWeaNJy4PD88y0LNq+HnlpcZ2e50UCSZ4ZdzzAsHKGxyfcsiixM2BKgXHQMPOUXXNQDzoBOetAM3e4ePsQbb3wfpSL15fLlbYTMnjru9GHZuVVBgnffpft10jpBvUmQT61UxMYKzd31tTXUq3Tfnf4IukLf95mXnl2of6PRyGSda9UKJkxY6Z52sMEMz6vbW9i5Q0X6k0mIBvepfO4Kls8TPGQLhRLDW/sH9yG1huB5Mx4MjZ7U/uEBVEr3f3v9PPYPaN3aXFtGbjbtu0WT8dlY3YS8QWPs8KSDnR0aM5aYW/w/pW2s1NFlFt/Ne3dga5oDGgLf/f5f030IR/jMq5SFeLi7i5+/RRmYl156Hi+9QJnyLMsMGUODGLkuVy8LywYYXk+UMnuTZaXoDQjW/M53vo2IM4BxFOIuZ0D+yz/9Jyj6vE+IFC+9RoXLdm3x3Ma3vvUt/JSh1Hv37hmNssZyw2Rg4t4QFSa11NaWYS+xdll/hPQnNM6ebY9QZVVLx7cQCIECP9dBOIHr5gbDEo4hkzQQTtmouVRAxJmz+P3bOMz93JaXzR558EEXE567dq38iX164o5p2dIMMAFpKJhCAIonuBLSwCIQwtAxpZ4FHWk6EzkCFJwsNinqJIPB+qUUj9la5RcnpTCpVdu2jVOtUjA8c9eRxiBNYPHFh27YjAH2WMQz5/VjrsmWsOSMXaQ1BS5ZBZjyIjZNYyRpCsEQiqeF8cDSrmMesBC2Ce7iKDJU/UwlRnFXa2UgHsuSJshxvcW9XGzHRonN1JApoxhdLhcQRgzVTUPjxj2eTOBwLcT57cvGOPTO3R30GzTRpGUh8Gy0eiP+XR/nWFRqe/t8rvsGmUoD11hpgjGzuQ6Ojk0A6Xq+CYIUJEIW29PRYn48B602NKfnlQwR8gKbKIXBmK5vMBpB8bgolIqImJYdh6GB1iCEgSst4aIzGGLEEEatuYY4p/ZKAeHk9T97cBjuGYwS/Po3vwRAbJc+s3QG08ik0cv1Jdy/Swu98xR51UxlszGRaQiedNVqGefO0X0/OoghmdKbpgk0z1GdpijYuQiiBfD9negE1WoZZUGb28G9XaPa2qhUMOAA8sG9sWHUjUYxRlxz5Ng+pOCajKlG95Te//7oFiYj6vsqwxKLtJc3r0JxMKGFgOZxU6uV0OBFNR1O0Dllw863f4Zixs7SSWJgTyvRODxigc5GGaeHMaI+bU4vPrOJcUivo1HHpNRDbSETuerzjOpu2RbCJKcnz8Bl27JMsC6kh1e+8j8t1MeVRg0pr3fb57dMLd/+3oGB6q8/cwVt9g+yLGWMLsvVGibsbG47LkYMG7774XsIkwhRl8Z6c9DAlGt2LLeICTOiPrp1Ex1WIa6US1jfIIjqpRvXsbFMgU+lVDa1g1JKhPw5L7x4Y6H+OY6HCh9SsjjFhW0K4JarAQpMY5eujc6E53aS4ZhrccrnLmLKkGzguKiVKfCWK9sY9U5R8NlYeTJAwmxPFcaoVgnCGI6mqNepH5vnL0OweGC700bMsGalXDCQleM5mDA8UwoWr9n5+u99BUdsbL1/cADbpmc4Gk+w+4igt6vXruLyNaoT8osebn5ENOk79+5gk5Wv4zh+LHEAzBIEFGznda4WjMWxLXHnNrGbOqdtfPOb3wQAHOwf4Gc//gVd06OHWFlmllYWGpHWl198ZuE+3rhxA9vbBNW1220D75fLJezvEHT84wf7VFYCILEFUKS1p+RWsbFKz71yr42jlMZlqH1YmYTLB7KSbSPmoD6OQsQ8nrMwRC2vK7UcJFxTGN8/xd06ja3GyxdQ5xKQ0w9v4eYvCaL73O9+6RP7dAZjnbWzdtbO2lk7a2ftt7o9mY0l5jItGhCctk3TDJK1u4UUiFjISWkNl9P7Op1BUoCEn6eIpYNszqLBcRSc3IdJwRT5CiEg80ySFOaztNLGrVcpIMtm6ebcokA+hes5fQV/ttYzDyPMaRfO6fZIKUxRmVIzNpjlSGj+fiuVUGrmh6SVhhC5mJ47xzZSiJl9Qn5QM10iAxlajmGuCSGocBYwIlWLNAGBIkNnQmtTuZ5mmTlJeIEPYZh0GjanvosFF6M+FQYOen3zmcVyAec2VrDMxZb37t3F7t5Dvkkzw47WySmKZdJ+aa6uzwTHpqHxGCtVqujxZ7c7XVT5tDsczL7vSS1RwngGlao1+EU60d158ABTzg5pASOM5biuEUlTEGYsWkJC5M9GKWSZRvu0Y643z/oIAUz5ufX6A6xyEfMHH93B7kPKOvRHPRy0KQumpW2K3cPJyMAPT6G3B51JY6+htDYpXNcr49ln6dT9cOcXSNiPp9GsY8jwlM4iNDm9Wy5VUOFMwWqzhuW1ZePUHicZNC8Jy0tNM8fDUYRJPxdblAicHHr14DH767TVN6733XYPH46pIDOHCBdpjidN1kNaFqTDJ7qwjZNDOs1OJ0CrtcP9OkFzmbJqYdQ3Oh1L9QBHbS6ATWP4VobtLRpr680CJHJLj63HRPpy52QIYeauEAJgsU2tMrO2KK0MN0Nbi2dZX3z+utG0OX/hPDJOyw97QxS6dM2t0xNTVFopVbHMENzV69fx6OJV6td4iMGY5sdkNMLVK1fQOiZtkmmYmiL444Nj3L9zm/piaZzjTEutWjUWJpnOTPb65KQNzcX72tbGXy1gi4JPa7XGMrptdjq3PAQMUS1VHIQsglNeXsXll4mdJMIIS6zh0p1OIAbsc+U4pGcFQGYppv0x+qxbNZoOMGZBxWqhiGFK2Splj/A7X6Ri54vnt6H4LP/WWz/HuEfQ5eVLl+DzflOoL6O2RNCarRa3brl+6RqWqjS3W6d9dPqU0ewNu0ags1avGaZV+9RFmZlVN29/hOGE7oMQM+FUKSVsIc3eQL/P9xllYCTHsXH7Nj3PUqmEC+foeTpC4F6T1uKT1gECHpIFz0KFoenG0uJZVgAoMxqQ/z9virNh79z5CJLXtUH3BAVFfb9SaqBT5gz5l1/BGjNfTk6OkXT6CDiDE0xHqPGF+plCm7OO43iAlU3SahK9FEfso4YLG1i7ToX0D9ot7Fk0Vr7+9a8gqNP4vPrqS5/YnyfumCrTJsgQYgbmCAEjLER+R7xJAsi9OKEAmxcVpZUJCjIIpEpBsZiT70kDHalMGT+tTFMled7yMpxMZXMEMDljJ2mBLMm9sRav2bHcwAQTeIwFJUywIyUeo6TPw145VKeyDH7yeJ1NliuXKg0p8kHtGMaXFNIMaCGEqc1RWhmKqLSEMcYUEKb2xl2wngUgGM70SmNmzOlYAAdutpSwOYDSmTIqxnGUoc+bs+Pa8BhvdX0bpaKPMntrxfEmurwATaPImFxOxiNDV9fSRb9PEz0olQ39tNXuGOaCODyG51KaV3LA9WnN8QomkKnXqphwkBGnqfHXsSAM/T5MUsRxHmlIM+Y0JER+D1QKIQQSXrySOILHgbyChsox7EYTFksJPDrYwYhVhzMZQSt6Xas0MWahtiwLUWFKZxwuzuIZjxIzDrIsM6ld27aNlIFWGutrtKA9/9Kz2Nml4HN9rYxyQM8psDzUONjRWYhHuzvIGN774qufNRv3NAxx2qbFpN8Zo8vMDCGlUYYtFouoNej+Tieh8fqSQiLmYPIhX8MiLZz05tabOfFQPcCU72WWWgh54yoVbAM36cTBqE/XdetWC90BPdPm5RXUqxoNrj1R8dRsHEorE7zYjo1cF8GyLCQ85pMkMQbIAjACg5Y1Yw36C3q4AcCN68+Y73c910Coo9EI9+6Rsra0XRwf0Ze65yx02jR/NtfX8KUvUJBw9/ZN/PA//Jr6kcVYXl5Bp0PQSqFUxYNdqpV69733USnQfVlZbsLjQ8GFixdweEDv2d25jw4HSskkxCsv04bhFFwE7K+Ww9qf1qRwUCywJ2ACOAx/jicdRHk8kSa4fpHXuN+OAAAgAElEQVSCuUFviHsPdwAA7eEYz/N3t4930Toi5lk0DdE+bmEwygUvLUwGFGA8Co8Qsjp2c6WGZ85R8LK9XDaM0EalBI+XeMcNsMQMs40Ll0xw8fDurYX6BwD7O49w7yGN6/sPH+GAldDbJydGab972iYDUgAnx0eYMJweTSZmXtlztWEAYOmZSK5Wsz1zPJlgwOaqruuaPefS5cuYsnhg/7SNZoMOeec2V3HhPAVBS/Uqyizi5y64nuZt3gg0n2dSAT/9mzcBAHuHB1hjYb9qJvFa8wL1YxihwyUNx2UHU/5+0VtBvVCDYLi49cG7mLxNkP4Fr4QiaN0eKAc9PqyMlqvYu0zCm97KMq6w/Mf6RgP/+7f/AgDwK+stLHMtqc+1nx/XzmCss3bWztpZO2tn7az9VrcnZnZs2zZQEuNYACjLk2vgkDQ5ZyQUjE6GyrTx6ZGWhMAc9KQ0FDMMonimc0NGvnmaOINi/QShhfn7LINBezKVmUSMhjYCfzO61qe3arMBhzVBbNv+WAE/KS0DYdi2bfobx7HJ3jhzwolSSiRparIVWZbNpSutWWZHSvNZWZYZ3Q6t9RwTTc/YSVKYU7XxXVmgZWk2Y8PJmaYNpDAZM6W1YTgIYcHNYTKtUWGncyE1wIdYaWuMBh0k2Uz3p7FMjA7HligFdH2eX8DtO1S0VyyU4DgUsXf6p4ap0en2jFCj6zkmU5I7GH9ak44LhyP6SRih3aETQhhnRkpezTH91FwdupiDPLXWSOaE4qTATLcmilAq8X1AhgKnX0vVAPv7dPJOoVBh36mgVIAf0HOr1+rYP2Btm1oJHp+0W8fThfpHF1c2DhVJHBtIazIS2N+nTEdzeQXP3iDWjGVZCNgPbW1jCRnDbmFviH0WYZuMBtjfe4SMdalstwyvTKfD7mCIw0M6+ffbHUTseyXmnOvDYgTJJ36VZGBtNYRpApcLPtN0cZaLSpQRw6M+8LPJMmSsgaMyYSw8LGumQWVJF90unaR//OOfoblGxaHtssKFjfOIQ8pMpdEYId+LKArNSTAoFB4T7Mw/d76I1LEdM1/n14n88xZphUIJ7TY9r35/gBNO3f/4Z7/E7h5lMprLK9japtNs6/gQbWYxvft2jHPr9Ozi6RjH/HwqlToc20Gf4ZTjk1Pcf0Bwqus52DpHc+vlF5/Do2MqfD49OcZz1wgSKwUeaqz9otIMSU4uyCxMWAcliRazGlBKGwKG5Viw2BdpGk8xTaivdz66bTIqJ90B3mYX7CvXn0WFIY+7j07w7jsEhYbhFGEYweI1yfMCY13kF0rosZ/doN/Dgzv0NyU7RblOVgzF8jLq7MHUHYwxCtmbrFDBaEzjusjedYu0ICiiyvNkeWli9h1PCkMEGPe6ePsXVDDc6XSwxRlXx3bM2KG1Pc/+K6gkgUpm4z9/n+dIVFlEUUCYNWoy6ONHf/ND+r7x2LBe7939CEJTZlWcPw8HVMDtFBdHA4DHhWslvx622zh+QFktd8665cLSinEwty+uo8nzvrWzh5DnUvPyVWSFKgbMAE7sDC4TGfbHQP86ZW0SvYFWyI7vf/AZLD93AQAw+vdvY3yXxrzbrOEzLxHL7NGtu1gqEtS2tbbxif15YrCTzskgExMhr7vRprZGaWloqUoTFACAvVpmEJhRzuWf5v5VSs9uqpij4kpIJMyCkMKU6QDCaMbBsma+WplWhlKdi0wt0v7Rn/xDs3jLOUVmCjjyxc8ywZacU3zOsswECHJuYAghoJVGyoFQlmbGJ0xaM5VmQJvFU4jZJmJZlgks0yQ1Bn/mBjxlk1KiyIu65zhgrSokSM2mqTNl6negNTTXEti2QKnKtHihkOjch0bBEjMlbc/3oC3axAPfgceqvsvLTcQJ18Q4rgky4iSBinIROmlM54rFwATJeVD4aS2DRMwb9qA/xsiYUGqjEC2kNNAgQSTcBGZwCchEkW6BgCUExiOadI/2j1CtUqo0cFxssb9Ot32MKafRvWIBWtD7fV+jxJ4ujpcBkhWiS0UETHdutxYv2lFpDQ6bDIaTHnq9HKrrYzJl071KCV1WEFUqQ5/roCbDETyeW1F/gGEeDE4jdPtTU7N0vH8IbdFGPIwiDJnFM51MjcSClAIJL9BREiPmvLs1ytBQzMzKQhOo5My4RVo81qZmSIAo7wAgHQvCUDOVWWOSVEExZC0dG81l2hA+9/o1uAVa9IoFG2GYwWcaexSNzIHMdhxz6BoO+/B5o1VZZjzoHNsy9weY1X1lWWY2quwpiq+EtEwQn6QpPrhJ8Mk4SuHktQ3tNj76iDbtG89cg+vQPAjTDP0e+62pFO0+jbW69DAYDnB0TKymVruNgGv01tdX8OKLJPD28gs3cO4c1UIcHB/hS1/4PAAgjSIU2RC42x+iwxCRF6Yo8edUSovBWGE4gi1YnVx60FxTudJchsvrw/2bN/HwAfXbLhbgs3rx+nITx3sUzP3kh7/A8TGNRS/wUapWkCR8eIyH2L5IweDaxgYaJxTINKoB1prUD2258EsUkGgIE3QLy0O7R/ft9r1dtLgmb8r1QIu05to6KnUKQJ+5dm3G0owTo/oehpExHgZI/oP+P1vbtVamfgtCQGgFbSTHZ8r+SimzT0hpmTU0F/oDAN/34DJk6LgOfB6/Ra9glNrTdPG5+EktikNcvkryAK8cHZo97uSkjZhialwobaJ1kxhbxVgZj6+p4yJKEwwGtEa5aYZKidbUU19h+jodUJJKEQ6XImRRArlLrzsWkFnU+cJpzwjcvvDii/js9ecBAGsrn1yXdAZjnbWzdtbO2lk7a2ftt7o9ObOjhTkFYY61JNSMqRSlM0dl15HmFCTmPKyUhtGzSJViKIVhKQWjm+NgZvmgQQVcACFb+ftdW5hshBQCWubXNNMlsJ8i+XH5mYuA0eWZL2yefd58U1mKE05Di0xgqUkn/EwLnHYoYrWkhUplVsE+Ho/NiTAIfCM57zgOPGf2CPIiMKW1id6lFLA/xgdr8dwV4Dqe8eByLdtoJ0kkc5+jZh5JmTJpZulIeMiLvrTR6FFaIdUawsoLVCOkOUNPA05+QhcCXpBbgGTwWeyq4KUQnBVoVJewuZbbZhQwHtPJMg4XY2NFUYyEo/wwjo2gWpyks2L2TEF8zPN8/CczIRUNyuLlmb6jo2NscTHe5pUL2ObXe7v3MOXnORqHaLUpzWrLKQLOph1FPRwf02nSsiKT9RiOFj9pPXx4iCKzjfr9vpFyT+PUwJyFYhHKZXbPeGSynkW/iJQZIOk0MrLuaZwBmTTZrF6ni4i1gbTrmPEYJzGS9O+zVYQU0AwZXyutoMKZFbQTHLJr9yRbTCsJADx7prdE0G/ucSEf05UaM7SSpSlUlDt9O0h4vFw9v4QKQxhueRn3HzyExZnKtaVNSEl9GY06kFaeNdUIvDJ/1kzXROsZnOb7nsk2JklioO150c9Pa8PR0NxLLYCLl4hd8v6d2TgSQuDwiOCmaDo1DLUXXn4FFusN9U9PMWAIplyrYe/oCD2GGsvVMq5eIkjguWvXcOU86aWEkwiNCoszVquoMxOp0+4Z4dAwjE0BrOfaCLxcNHIxttJp9xBFrgb23QJyq6tw7CKo0NH/xmc+j3NbdE0pYtRrOwCASrGIPbbG0MkUS3VaE8IsgeNp6JTGw8baGpaXKSNQqgY4d5Fc4Zu1OqpF1oOaRhAVyiio8dAQEq488zwsZpYJqXDlKllK9LkIfJHm+D48N/eDVAbKEVqb7PHjpQhzGR7HnQkJam3gUgBcBjErCzCw6txepNVsn5hvQggomQsSUukHXZ+EzPXnnsLD7ZNaY2MNr/3el+kfkxgn+1TYfrNzgB+/R0KC2406Dh/co+9cqkO5NLYCbQE6RprQPNUPH6F7i+DWytWLOOb5nsQpCldpfOBkgP4dek9YLkDwHlUNSnj594l5t1pbQnhKn7l39wEuPPPxekJPDHYcC6Ymw7FnNDmlZvUpSgMxY6mWnCkdS6ERpzk7arZ5uzZTaHM2li/Ngilhz9WWaMM4yZSaU5uVyFT+4JUJiGDbiBn2eho1zCzTsKzZwjZrGvnAyzJlIKaHe4+MwZtlWSbd7fm+gRa01iiVSuaTptOpqbFJkmRmYgeBZfb0sG0b/X5uzDfCkL2Irly5gitXKG34d80/FzUDdRwPHivdOtKGxozC7Dn5RMgg+FlrMec5JqVRipVSmvomqTMIZNAcKE6jIRwWghqPQ7gsNmd7EoKNMi0AK7xIFfzEbGZLS0uo1+nnaZrCsShw4T3tU5vSykBf4XSKAQtVKTULcDS0YaEBeGyRmW/ztRhZpiD52sUcxGnbFrpdetY7u3vYP6Ygt90bo8PCbo5MUeD0fL83wTQ0URdg7v9i/QOAQa9n5pbvelhpspBat4+d27RBeBsWwKyrdusEPlOLC94KWizcNhkM4XFKPUljIMkMs6zf7sLheosg8JFEDBuoDPmISNN0LqUuDbW81nCwys9zT9g4YNG37CkWWMueAYpCSgMRp1kGndFmWygUzVpg2w6mIStJR5EZT6UgQDyhoFPYAs8+cwntI2YEZhMErERdraxBiByulRBqVqOXSzwkcTwX9CWmXqJSqZjN6JPG0se18WhohP2kbeH6M1Q30x8O8eOfk6/S0fEJ4tyDK4rxo5+S+u793Yd45UViK00mEwyHNAYf7MbQtkCtRmvO1voqfv/LxNq6cm7bwPv9wQhtZg65xQAdZk+OowRd9mRybIkqQ1qBa+GYGVGOvZjUhetahk4fFH0DmUfxTC6h4Ae4+ixtSJYNE4js3NtDlWUqrlxdNQer/nSK3nAIjz2ZPv+FVwGey8PpFCsrNBeqtRWMWK5irDQur1Mguff+r7DPzDO7WEVQoiBPSw3JlPPxePH6Oc/2uEyDShjtOa/GHMYiy8c52HyeWcz/FwJw5ySUxWOAKR6Du4QBYcTf+fVMriSHzbTQRqASECbwwVNIstD3zq4/b1JaKLJkyIu/+2VETCO/1j/F1/m5V6WLUNGz2z09RofH1tb5Kk7HHdh8GD1f34C6Su975GbQPOYt4SBhPy3LtnFrRH9fq1VRbdL6duW553HxHMFeezs72PuQWF16euaNddbO2lk7a2ftrJ21/5+2J4brnmtBcIGZbcGcklWmTJToQJuCQQgBLWdRoNFzsfQc00gAGYxdhNCW0ZqQEqZIVmnMOWTPrCCU0nBY78SyHWNDIW2bNHsApE8hEDXvMfVJmRLbnrGmoijCpUuXANDpLof5XPdxpoaYEyZL0tREyUopI9IURZERm4OYCf9prU1BaL1en+kA/T9sjmMbKwpksbmuVChIe3a/8yJry3LMSV5JzPVr9tq2LViwjNVH4BdhcZYrmkwxYoaErxxTpLq3f2AyQc16ycADOrMxHlJ/w3BqCtVr1eZC/ZPSwoRT+KPRaMZeE3R6Buj0nUMQ869JK+nvp1i0puLxnM01GA7Ms97be4T33qIT78O9A5z0qK/jWENrLtKNJcIpe3TFsRGVVHPu60+T2SkXS6izOFgYhmifkqZKEkbw7DnLD9a6abfbqLJFRRJGRoodCub9R/0h4jCeQUfhFFaVfuc7DiasMaTxOMSaw86kM5Ny34dA7sGUxACP66WV+sJ9LJUDJMxGCaPIjHtXiVnmbtyfzdMsQcbZpyQMjX6Nb2mEPB56wwmiaR8VZs+5toDNAqeOZQzvMR1NIPm5WFIa2FlqBZchYMtxTPp3npW5aIYVICHGixf/b/beLMiyK7sOW+fc+b458+WcWXMVClWY0TNNEo1mszk0BysoySblMC1HeFL4QyH/K/hlO/StCEc4HCJlmhIp0rRFiWw2KZFN9sDuBhrzUKgp5/FlvvnO9x5/7H3PSzQbhVefRrz9ASQSL9+9Z95nrb3Xpv0jTmK95v6Tz34e8y1CKL77/Vewd0j0wNlZD2ddQmB2DvbRZ+TClAaSMpA/S7CxsoKnbhIlc+uJ63A5E8/3fIRcE641V0eDxdf2Dk+wtbnHbTEwz5RWs1HXyLjjWLqOVxxNR0cmidKZUmEiUK/T+OeIkLPg5XgcoV6jQFLXrcNmWqnRXoLH/b5xaRUxj+2qfwHbu4cQjMC7FQ+NJr0vDk8wZgrOsBJYLn1X1cjQ4T7sdnsYMDX+/ntvw5X0DOF6KMsNVazHiH0oFFSJgksDJWaglNLacEKK8ymfk7gP4EeiN5QoMdHZEeI80yA+pMf24T8/970/QsBTKXXugY8T/PAR81oImJxpu3jjov71xrmPJIMQks+Cy+EYpkufX790EZGZ69CNeeFCcj/udw7x2nuUldc56cFjVifLE8xzJttnPv1pXF0lesv3fKQ8/+dXl1HjGpMNf8Ko/K1X/1Eb/cxmNrOZzWxmM5vZJ8VmNNbMZjazmc1sZjP7RNvM2ZnZzGY2s5nNbGafaJs5OzOb2cxmNrOZzewTbTNnZ2Yzm9nMZjazmX2ibebszGxmM5vZzGY2s0+0zZydmc1sZjOb2cxm9om2mbMzs5nNbGYzm9nMPtE2c3ZmNrOZzWxmM5vZJ9oeqaD8P//G76jWAilVVupVXd/jtNfFvfc+AABsLC3ixi2qQSINAWWSkqGCpRVJBQxd9UP9UH0OBejiafRfk5oepYqvggIUv6oy9UcUhK6xdV5yskCOv/+La1NJYn7zO6+rlMvUp1kGcFFEwzRh2qWKqonekGp17O5uI0+5YJ8EHFXW6XGAsihpnsCUEivrpPZoehWkpTKmylFWADpfb0kVBQquLZIkCRyHlCClmBRkLPJcq9ealoEvf/FTU7Xxn/7DJ9VJj4tVBjEWfFK3zCXgWdR/nikxjFgpOS/QqFB/98IYgmuiuYaNVoXUMLMiR14oCFYirlsCB11Sat08DBByg5MCaDfou5bmXOQ8eKMkg2D52sEowzUuBOrYJobcv0WR43/5nQcf28bf+Cf/vTJZsVdIA50OqQsHQYgKF+M0ldL1ldI8Rcx128ZJDpuVf9uNGiQX00uSCBASBdd9S7IcTa4ZVK/WUfC7F4VCynOmO+hBF6M1JIq8VPIWGIek8tofBbB4XhnSwL/4vf97qjG8cHFVlYqmjuNMigQKgZNjKkzbqldxYYOKH7bn5rDB6sWvvPkOooje0bJsHJ7SuwiVw6+auHhxlb7XMLW6s1KT+mhJEuP+3U363qVVtNu0Jxwfd3D33kPqk3oDy8ukeO24BqIRKdYqKHzru+9M1cblhRWVscK2zGOs1Glc/tGv/TKef4KKSI6TEYYh/X4QCSQFqVdXjBR1n/vVMLS6cZZlKCwH0qWxi8MC9x+Ssu4rb3+AUUQKwZeW5vFzP/VjAIDVeR8ipvVuC4mU66MVUmmF2yLLoVixuVAKn/4H/3SqNv72//4bqt+h715ZlJhbWOXvS9AP6TmdvT1YVVaErTrwQe8YZCYGPaoTtLN5grkG1/JyTAyGCi63v1XzcXhMnwvDGPUqKbMf7O9BsWL09vYezg6pTtZpKCAtrnHWqqFSp4KzpuXq3TjNc/w/f/bdj23jP/pnP6NGXNfPEYAUXO/IsqFyrtt2EsJglXTby1Eq+1qWhYzHrRACJiusI89RZKlWmw6jSCv1m7ZViiDDtC04XA/Osxxd2y3KEqRpWafRgMkK4mkaaTV5mVv4zf/1m1ONYa3ZUGVFgGqtpusbFnkOj59vmtZkb1dK18zKsgxnXSrie9rpwGQ14dZ8E3meYTym+ZwkCWyH5rkQOcqqvrZhosn1wy6sX8DhEe11p2ddBLzHCCHQbJLauu36GPLZNR6P0T/rTtXGf/27/5uyCtpXPvuFr6LVJtXvf/W7/wd2DreojbYDkysQSJUj4dpnUZaiLMdV8TzceuIpAEDdb+KJa7fg8n777t3XcMR14vrdE4xHdwAAsRqgzwrohvBRZ1Vsy2+gk9McPxkGODqmemfKtaFyVm8/C/G1f/7bP7KNM2RnZjOb2cxmNrOZfaLtkciOMkIcbVO9istPPomjY6rLkqUhbIu8xWp9DZ5LN4E8T6EKvpWLbILRqImjVfwI/0ojOOo8snPeExO63gpgQLuNVE2EvuPcMyR7wdOY6xgw+W+tTEBx5WNIg2qAARBpgP13XgcA/PEf/xGGY+qHuUYTPtfNkY4LlHXBkhDzzQZe+tKXAQAL6xsw2JtVwtA1lvI8n3j/5/+pCu3JK2Qa+UrSBFlaogXO1G2M0xQR1zkK0xyGRTeswThBFNONI7YNHPfpuw0JCIermWcKiitDW9LCkKvKSlPAMATKy1dQSIRcz0QaJhxGHlyjgOtwXRdDIObaR54pSxANFxcrWORqtkUGcOkijB9Rwfa8NSuORgz7gzGOuCZOtVpDg2+1rhAwTL4JmwZOh4RC7d+5r28nVceCyRXJpVBwPBtwaXzP9vbhcp2t+VoNsgQULYk4p7/vKqVvpiuLbTiM9OVZrhGEaiVBZ0A331r1o+u4/LAZ0tCoiwDdgun3AvOMtGRpgoJvv6PxGN9/kyp9D0ehruI97A307RFFgeNOhIxRqiuXVuFzTSWlJlWPbcuAa9PzxkGAeUW3xkajgWtXqfKwJRUE18mquQ6urtFNcGdnZ+o2UtvKOWSgH9Cc3e+c4dmbhFglWYEgoc+kRgOo0Lv0hweIA/p9szGpeSRkATgOBK/TVrWKpypcMT5S+N6rPwAAuJ6L1gJVczZsBZNrxhkKgKJ1UYhMIztK5MgFTYKCkeFpzM6HePZFqmF17623cHRGyFh3MET/iOZFlgZYWaW6Zv76OvYTGh/XiLG2QVWIDjtjdM5onlteA8tLi0gZrTw+6iMOaH+2zAwHe4QkHO6fwOAx8j0XK889DQCoNZrY3qFbcvfkENsPaMwSmNhYJ0TNcayp2lcggmAkzHWqEDkhVGGgUHEXAQAvf+EFvPoqnSvvv/M2Fpa51tKyCUh+b8+HwahqGhUwLBfg/bjIU0hGRGzXhcp5r6nUkORljb1Ynx9KKV0WSmFSd9BxHD124jHqDypMKt0P+n2USJaQSiOuVOuKzxXTxCJXCh8HY4zGXNHbEnAqtI+7TQcQDuwq9XMSJYh5/yvSQiNySZbiLKVq93mmUK/RPKlWPF3U3Kv4WFikvj49OkXCNfrUY8xTIT7cJ2VtujiJdc0/WykUvKdaJnTtsiwOkTLKU6u7yHhM+sMRABMhI255nqBRp/kBM4fKCOW50IzRGdJnJDKYkpHzuI/xkNd+bqHe5HfNEjg2n2mPaNMjnR3LLHDKDds/3EeVKYEL1y9C3qBFpwqJIqFHCEyKh4nzrso5J0ZoB2VSk2tSpP7DdbqUKkvcU7PpM8a5T8i/9dlzfzCVWZYEeJOwfUdv/JkS+N63vwkAePDG64jOaCCurq/Db94GALQXFjHmIpe5bUOUhS2DESyp8P5D2sjuH52gvUSbtef6cLhImmmaunhhnikMhgRJhtEILm/ORTHpyzAKYfAp26rPT91GR1qQ3D9CSb1Jm0LB4UMzSXIkTHUIS6Ib0GTtjRLY3K6qYaDPk9BxBFzXgGvT9wZxhoIXR3vOQSbK8UrR9MgZ7o8CBAk9o+E5MJlCa9VsWC7TRUEKix1b2zw/1h9tIst13ydRgtGADnPfrcHl9jmi0DX30jzX8LXjOtoZ7/f7cPg0M1SBJE4QG7Qx9Qd9tBu0MC2hYDLdVQBIeN7GUQTHpUXnmxYc8CEpBfwqbUqGiHHCVITnTNc+AB8qBqugYJ7rmzpvGGdnZxqyFn4F/RGNVZYr2OcuEQY75VkBREmCh5u71BeOhSdvXKIP5QpD/vs4jnVR3yCKYNs0f33f0es9HJ6C/WZIy0G5qsN4+qK8AM5RvBI8HbF7dKrXWTAOELFT4y20gBo7ya6FLsParnLRrNGcswwB05HQVImSKJgWanom1pdpHV26dhk1LoZpqggqofZmSQZwMWSpDJjlJDILFODixny4T2NetYoPHhAN8PW/fhutJo1dpzuEY1G/1n0X3/02OWHbc1t44sVPAQCuPLkGafE8citQAa2ZlYUa4izG8TEduhUjhamov8ajWD+7Xvfg8DoJc4GUHfv+sI/yNPUciRo76feOe4h5vb7w5KTo46Os4nuQ4Itd5ONwm9bi5sNjXL1Mp9N/8+s/DxXTz1/7w7/A4SY5tV/4iRtozNPvK94cLIO+B7ZA1a9B8J7yYGsTZ7yGQlPqy2+1WkeQkmM3Hg5R5YKVeVHovxVCQMqyKK/SxYgd256qfcCHwwmEEDBQUmRAUXolEPruK1QB3upQqXowavwsz4JdoTPVNhWQFbD5g67tIJQRP8/RJ6NSxeTyqyZ72kJ7Hou8Rgsp0O/Tmdw9O0U4ojNcTrmfAoCUEpIv/lIK/RylchR8S83yRIMQqigApialIWDwmWU7Fiq8PxWxBcOycNajdbqz+wEUgwCDfIyNOXq/tYaJFu+XWZoj4i1klMa4uETzY5SZ6PJZFMUF8oTmeZqPPrpNU7d+ZjOb2cxmNrOZzez/h/ZIZOfkbB9pTJ75tfVFtDhwLUlSsDMLiRyiDMQ8VxK+gNS3UQmJgmmZLFd0G5zAOeU//nYBejX5l/YgYWASoSw0GiQhJoDOYyA7g34frk/t+t4rr6MfMt0TBXj/jVcBAKd372H1AsH1tes30GKI8GB7G6+//QZ9kW2hd0q3jeHRMVCkiGIOZBYGqhWiLNrtNioVCrh66vYtPHv7Sfp7IfHe698HAHR7pyg88oZdr4qYaYfuyQEadfrbTz37+anbCKUQxBx4myuUg9equ4hj9tIB2BykOM4V+gP2lFOAL0LIsgz9gG7FfmFCGKaGc3vDGK5HKMp8zcCYg4yVMDUyJATgMqqVJAoN/rxtShh8SxZSIeFATeM8WvcII+SQ0TnLgMnQaoEciukMaUqMRtSPO3v7sBxCBJqei3BMY173KvD5/cJwDAWBiPs+j2M95w9HaecAACAASURBVMX5uSYlkozaOgwCWE4ZoGjC5s8rw0DCiNxgPNSBrfZjQOeGcY7GOhfY7jiO/rleqyFLaC3mdkYB9wAGozEsfpZjWbD4hjfmuV4G8+7tH2ukoVXzISVTF6aA1yDUo264cDjYdxyPUIBuUr4jEI/p2SoPcXTQ5fZGU7dRnksyUBAo+Pl7R2c47RF1nMYBwjG9b2PVgluf47+tYszPPzzpYjigW1/VszE/X4PHyGGWJAhCpvGkwuIareXVKxcgfLplWqYJqWh+ZFEKMO2BLEPONGyRZciZEsrT6dGru3e3cJeRNGm5UIqeefXKkxCMkmZxDMeh8Tr84D1U774PAFhfW8ZZj9Bi35YA7xGDIMZ4nMFU1K4gTCAkzWNVJDjrEu1RFArCp/0jVRLzzSUAwKWrl2Hy2s/DFLt33qG+e+UHeHOLqNCd3cOp2uf5LpKQxvD+B2e48wbd4ge9EX72S78EAGi3GlhZoj13Y6WG/X16v/FJgTmmGH/py7+OFo+tLR1UKw0IRnp+63f+T/yL3/pNAEBzfh5Xr64BAOKxiTThNaUEBKO0ruvAslz9+5THMIljxIwIKDk9xWNZlj6rCM3hkIMi0zQ2zWAOsZCF3ntgScBlCtq09JkZ9AYQeQHXoHFreDVcWKUEl8NRF+m5ZJ0y2LliuzDGHLwehohT+jkpcoxGtC5Nw0CVEys01DSFCSHPJUFICq0AkOcZVEn1GxImJ6gYcpJQZBiSaEcApuXA4j1VCRPCABSPixTQiRvDfIQ+B47HBxFiRgeTOEfEbMtZJGDx/gaVQ/BZFIYKhaBnyEeEBjzS2UE8xueeJX7ZLQL09ik62/UrsBj2o/772zEyhpA4PKDP93p9LC4QjdNs1AE5oaMUFCTKiaag6apzMQMAIDV9ZeiJViihIT1ydsrvnB5Wvn/3PbhVgsb+5f/1u8h58o2HHQRntMCfaK+gypzrfq+HMU/iXrcLw6NnVlt1HB8Thz4IxjCEQBJzfIsSUMw3u1UfPY40b+zX0ahxZlQUoHdIm2CRxcgS5nXFPNIzypoQgzMMRscAgNfGXeB//IdTtbEbxMgYeqzXXHCICsIkw9EZvUut4sLzmSMPE9QYAh5GOUyGZhs1A6chQ5WQSKIUQ557/XGMCi9Cz7J0LE9cAMOMFnrVlxjyRpipHDWPDhQLgOAhM4SEVWZAqekOkbMw0llhQZ5BcXxJZggUDK0KaUCyw2FJE2UEgikkbOb/a46NnOcyUV0KDc5wccx5OBbDz8KAwX+T5AWCaKz7s+CGKCgIbocwJnFp4zQAeM6a8jFoLMOYrAc5iRkwDGNCyVWrqHHbHVOiw4dcmmQIma83xOTiUW70Jdk/GAZ47U3Ksrx8cQ3tBcquGoUR1leJtrZtD2D+/sLKPLKY/rZlCyQp/T4Ixjjo0NjNtaenW4UQmiZSQlDHATg662GPM84WGjYMdmCTYIx5di5tv4FKlWjgg90DnAQE4xsqw9JKG/U6b4K5QHdAa0tW61hdopgUv9nAEVMjNc9ExaVxt1wPmcFOuWXqXSiNExi8prN0utgyAPhg9wywycFqVyTKrWprewcvfZGywcIgwCZTO82VC3j/vbsAgKWLl3DlKmVv9fo2TvapvWkWYb7ZwKjP1FXhIOMLaH+UorDJabj9zPP4ma/+HH1mNAYzsVheX8Xh9iYAYOfeXazMfxYAcGF1Aekf/BEA4I3to6nap5Cid0jPvvPaHlKmw0UcoeHQA4PBLpDT3FxZaGLvITlE+w+7WOdYr8sXnsVCbY6/VSCHxMkp7cdZVKDIaG0998xn8T/8t/8VACCOA3zr+38BAPjB23+Geov3AZVB5TRyaZJB8drJk3yyBqzpL8hCCE3fKqX0xUcp6IwxAaEv+7ZpaOo4jVIETDWjO8Dc4rz+HkAg4y9LVQ6P5+CqMY+DfeqjTqej940LV66iExB1eXxyglFAdJUwJAQ/r0gKvVdI49HH/YfbSGcqQDRW6ZQJwf/NP5f9IIXUP0OakLwf27ZPewaANM8gpNKZccNBhJJkTQTw9jb9V7O2BOnQmVyvVnF6xn5EPMRon87Cca+HGsfrrc1fxVe++ncBACdnw49s04zGmtnMZjazmc1sZp9oe6Srd2t1ER6nxhwf7CKJyHOcm1vEXIsCiCQKDa8XRa4DvnrhGH/13b8CADhVHwd98s7W5ldwda1NEB6AXJGiDgBAFVB8m2PuCkAZtGjwzxNkR6lCa/kUytboT6ImQXkfZ++8+QpCRe/SH/bRbpA2CSxTB3m5q5eQsVuYFhlipmjqzQZOe4S0jPtDLCwSLLy+soEimWRaObYNwygRoBrdWgE0azXss+ZCdnYC36fb52p7CYNDgpKNwV0scDZTsWghZW87yx9O3cajQQDJ3+F4wHGfkIgoUhjFnHHjZPA91trwLNQYRs+6OTgZC45RoObRlDGUxHgcA0wvVlwbRsFR9/0ccw3y5i2RIWUkoyo9hBndWKu+CZ+fYUgdHwkUBUy+EWViOl/8lbfuTiBaaWgNHbcwYPAUtyDhMjJT8XxkfCu3XAvVCge55ilGfbpxQhUwLRMRQ6UZBI46dLMMx5N5YnsVuEyJebanM8kkCk0PAdCokmNInRlVolHT2A8jO+dvk2WmTFEAPqNlKk+wwpSUURTYPqZ5FmUxJPcr6Y3k+uanlMKYaae797dw2qP5f+PyGq5xdpBw2jrzUUQ9VBt0u2q1fYw4EPLgRAAhv7eYnh4wJZClZXaMoYPqR1GCs4L66vrFy3AYTiyMHAa3RapJdpvn++h2aF16joWT0xE2d+m/69Wapu/mFhZw6+pN+nm+jVFAn0Fhw1A0vqIQkBbPLdsCBGcsWomect5jjGNiNrG1RfNotVnFjWukURalBb75jW8DAK5euQKfM1ytRoZtvrGvtOqweN+MkhBZSp3crEoomNg+ps8lUaopn2e/8CVcukIUvO9VcLhHCM0r3/0mRrx3tepNdE8Ilc6CProntAYuXbmGn/7STwIAuv/+r6dqXx672LnLiFOoYPJ+LpXE9771N/SzARwcUR/c/eAhEqbY93dPsLPF6PggQMOjOVcUCmGe4Pd///cAAH/wB/9GZwTt7WzjgMf2uWdexNYCte9fv/WvcEMQauLVlQ58BxQMk/YE1xFwmd60rOlRjzRNkXCIglIfTqspEZyK76Du01o0BeDx3lOr19FiGkv6DppL9I6nnWNEYYgydiOWOe7uPQAALFRacLgf234dVV7j85U6tkPKnIuSFGV4R5ZkSHgdqXNpP/a5MJOPMyPPIY1yTy10Rq6Q0PQg8hRJiZKZQvehyorJ/lQolDC/MC1IYUAV/J6QWidrNOjh5u3PAQCuXH4SoyE97/rl6/jBWxTecW/zDtIR+yPDPhqc+HJh+SoqnBF75+DgI9v0yBFeW6xhwJyabxtoz7FQkSFgFSUXrzSfJ1WhobKtnfsoeJNYvXAJWUHfc/doB2kQ4OZlcgwMAzoVWwnoqPnzzg4ZdxhMlBNCIteCe6NhXwvA9dLp4wSyJIbh0kT80stfhMsZEcdne6gzj71y+TJCfq0wGsPS6XYORgyJG56rHTgFiUIonSEkHAcG036W56FS4bgOw4TibCEzCmFz2+NghKLPm7M/0NzvODZgMCToGdO3cSByiBJyTyRSTpsplEBiMBdrmvDcSdpkzrSHbSsY/I7jJIUqaLPvBjEG4xStKqdOWgWW6vRueUFxBABQq1ooStgzz9Hg1ErHMWCb9GzDEFrMr8gzvWgG4+nogeuXL03iWQwDp13abKVKUeZYCKX0QeE4DmKGktN8kuafJxEKbp9lGBgMhujz4Z8ZRulvo5OmOPUITq1WG4j5f2RRDFH4ZRdq4bM8z8usWZ26DAD5Y0gkmKap6SdgkrmYpymk5/F3JzhmhyxNC1xcJmcnSmLYXSbuVDHJPBESIeJz4meFhqizLMNwQM7OYvt5LDapXTkUuinTxUUFOWdsRVaCwqbnHQ6PMeYUinAcTt3Gl156EW++QSnJ3W5Px1n85Ms/hhd+/CcAALWqwCilDT6NY6QcLyOMAs0mxaNcvXZdZ/LleYJgHGB4Qs6eNBwIPjhUpuBwXJAtbRT8XdX6PNaWyQlJkxCSnck4T3B4tAkAsGwBj/vd4jU5jb38udv4q5SzpjwPFtPFX/35r8CvUP+9+tob6G1RjFLDq8Bip+/h/fuYjykrynF9rC3Tfry/vY290x0olpT4qZ/5KtYvX6e21Or4/d/+LQBANDhBo0XPCAY9tOfoZ8fMcfsWOX1GFmLnDlGZh7sP8fRnfhwA8PTNy1O1b+u9Ibbu0rwxDQMp00RZIfHtb70CAPjg/hZy5u+OTk6RcuabYVg4YGru+PgIi4sUv6NUgXEwwquvUgzl1uYmpKR+27r3AH/6tT8FALTbyzjYpXW5fa+LnM+o5z+7AYvDDZIsQczhBZ7tIc+nX4OlEXV1Ti6lpHikAR3SoaAzJmsVHxY7O0sbawDHhp2MBzjs0PsG3R6yJNZxqlJKffzFYYKG5XEb23CZ3rq/t4NRwLFAQmg5CtM0ddq4moTB6Qv3NJZEEdxq6RwVKF8szVJ9OXIdA/k5QeCyT/IsRZ5zuEJaQJVnt6RM7JxDKnJVIOXvKjKBZpV8gpo3B8XObMXyYbK0gIoKVD2a8xcuXscSZzj79Tosm86MvYPtj2zTjMaa2cxmNrOZzWxmn2h7JLITJWMtYtdo1OFYpd6EgihDi5SCYA4iKxT2OQsjGAQYsXja/bffweIi3bocr4H3D3aR5XTju3VpBXzhRlEUEIKDOpXQgZeUvVVmY2X690oprf8xivq4t023tyssmT+NdbsDwKH3r7erGDPqsXNwhPkmBWhW5xYRl+7xeIA8Jq/TtDytQ2EYKSzWSCiKFBJCe/bCmESqD/sDBEyVuLYLv0ZwuZQ+ZE59ut85RTKiNvYipXUk4hxIDb7JZo9xI/EAydHqQZ7prA8hAWnTe0VWhjN+TpbmWmzLME1dQiNLC+QcHBrkOQqrAHhO9OMEG3z7sC0Le32G1FVKOC6Ami21ZlCUxbp0RJ4VGu6O4xiGhmOma976+oVziYBKay6Mx8NJFoESGmlpLcyjTNrY3N5BwbcQlaWwuGRH1ffheFVcu/AEAODSjZuQjII9fP9dDE4IeZMSCAY85+MEp2f0jHuGgXlGGqrVqqZnozjTc3na9gF0WytvVOfzFlUxoZGR59jcpvfyPQtL8/T8QZTpzArXcXSfKFVACqGl+3FOw0oIiTGL+t3fPcITlwhRqPsxaizgNYaEqBGC0B0cQTKiemF1DXsPXwMAnBx1pm7j3/vPfwYvffFFAMDbb78LlzWLPvuFH0ONA4zzZICINXf29nbgV9cBAMtrSzppot1uo+LRfD87PcbJ0QnypUmfmUxjSMNAn9Err+XrKHnHN6GMUiMpQZoRCnja6+C0S6iS73uo1ihbxrKnE9wDgI15Hz/3Uz8FADjunODt9+4BAOq1Jp55kdpiGhI3niCkZWvzDmSF6JzBeITLTaaFhIU332JUIDZx+akX8PkvEAqThAm+8xf/AQBwuLeFcY+onSuXL8PlzJy5RhVj1qMajgMEnDQxODmCzXR0rVXF268ShRB1pxvHD948ADPVEEWiA/79mouFOiESzWYT3SEhV5//wufw4P4eAOBg/wS7+/Sum5sPcP0mza1CFfA8B888+wwA4E/++I8RckZd5/AIDx5QttrXvv6H+P7fEHokixzHO3QenF1oYfkCrYU4ChEy6ihyoc+eUl9tGrNtS6/FPM/1apSG0DpohmlouszxPZickVSpVfVZgH6AISe15KKAZZm6RIRpmvp7HceHzUd1EI5xeEJ9dDzso+BgX0rQKcNJ1DmdO6X3GfkYNJZlmFpMU+A8ySKhhXwLpVkZee7358AuCGlC6H1FQCmBjOdXmuWIYz7bIgNZxsk6qQ2wRlmWZyiYkpOZhCFowCqNOdTmCfmzHUej5PEjMiMf6eykeQKfaQrHtaBimsVCfJgDLbMzVJ7DZOjQrThotenwqznAXIP4tcP+CN2zQ3zAB3sUR3jmCsNRFUtnEaii/AdKOUfuSDGhzQRwyjEVm/un2Jind12uTc+/7uwfo9akqP84NWHbzAOuX0UtK+NZPCwz9ZTGARKG5o2q0HEZeRwj4piFNIjgWjZanIniVXwYvCF2O6cQnBKcuQkck55Xrc3BSOnv+x0Hd4+pHwaDFCYLLxmWgYxnURJNvzgdd5LimCaGVgwWooBZLqIsR6IXfK5TUYusoGAQAP1cwedF5DUkHGWyxCzQDwr0AmpXy5WImJYaRAkyrpMlCgnfKg8ahS47QUmR66y6IgfAQnRJMV02lt1c1rFipiFw0aE+7Z52kPP7JUVKngkAu+KjzeNx3O/jmGsEhaMxqjZnFzXn0ZhfxnOfp5iFjSs3kCUc69QfIurTZm0YCjVeI0meYsjz8eCdO/CZ/rh9+zbqLZpjwvLgMt36w3XiHmWGYegNpFDFZPcR0OsvTxNYRhkz4KPbY4cznVBXWTZJSS95/TJrRAGaFqZ6PvTz7s4ONnfoYN9YbGB+jr63cDyEGbX3NMixt01ieUURsRwA0JprTN3GVquKKq+z9uKcFtZ0vKqOc5LC1tRDmsYIQrpQjcYVLZ0ghdCxS7FfQc8Zoj+kA7XRbKLgTTnOcsScyhpHIebbnAHSqiDluD/LEwA7wKOog0xR20dhjG6fBSQrlanb+MHdd3HlxnP0H2oOly6QE/nv/+hPUOOaRyfHJ7jAv++fnur1cOPGdVR9mkdf/9o3IGv0vk+9+CnEozH+5hvfAgDcef8NpAHTYPW6ptu82hzAVOPO5rsweIyCIEXE/Thf9eFzDNqg14fDW+laazrF9rP9ftldiOMANe7TF5+/gdtXL9H/yIG//BYJtl6/eRmNFn3m4N/9R50mv7e/izAvzxsJBxJf+ZmvAADefett/Ns//HcAgGg4xgd3KFttFIywv7PLz8goxQdA0EsB8iM5g6ikVWS5JZy7SHy8VaoeDJ5rWZZpZyJTuY7jMhwTLs/ltfV1+BxfUm/VMQjJwbY9idYSxyWZFJNXxqDZpqlDKmpuFRkrsJ9EJzgakOOZZAVkWu7TSrehKJSmvPM8nTgezvSq+5Zh6mysDzs7Qsfc5JlCrkoRVqH7tSjEhK5X0JlZZcp5WQ/M82vIJPdLUYfv0nmZpQZKseder4s0orVoFiZCVmbOJJCW8jemgcNDou+Pjj46a3BGY81sZjOb2cxmNrNPtH1MuQiJmjPRgTE5qEwqfAjZKb1IQ+RYmiOoMm1UkJferIhx74BuGnfuvo+KZYHLY+D+wQjxmG5Lz17dQIWrbeNcYBWEOHezE8gZaTgYK9zboxtJ27dwY40CnDpoTd0B3f4QCXfDtdXL+MznKRByrzPE4R5B1o5KsH/nPQDAIAz1zfLS6kXUGGqP8gzVFt3MmqsVtBtzmOdquK32AjzOFCmKvFTVhmPZsBi1sW0HFrex/9QtLF28BgB4//33dX2hcRihxtLbzfnpgyINw5zUcoIAX9iRZIUOZEulguRUIktMdBqUEij/WKpc6xB5ngnTMnTgbR7mCDhl7bnlJnqMJLxzdKhvzwfhGFVWuCkihaOyRoqARnaEksg+VCvt420chbD5eXW3hpX1SwCAhcVV5Ky3kqYBsqKs/SVhC84srFQwBN2UsqJAjbNgTMNAGCdIS+ROAQyEYJzkOGaK1rMlVFYGfysMmZ4d9scAa/ScnHQRM/za3tiA4PID5mOIClqmiYz/ThSFRjchSDsEAC6sLGOxRfNs97iHjN9rdW5Oy9iPgwBdRiCHQQgpJkhpEMVacM2Qhg5o7PcH2NplITwhkDBdNb+4gjsP6fd3736AkGvGLS02cZGpZOFMX//LsjwdAO+5lAAAAI7jwuJswmgQkqgpgIWFeVRrtA6UKnSWmJQCUUTvGAQB+oMBDA4QVdDSNijyXO8lw+EIlSbTsI4Fo+RSRYKCZfMtT0KMJ/Rxf8y6PGMf7fZ0bbx29TKCiOgVZDFe/jJRWpA2ItZMCaMQMdPpaRBgrkHzaP/4DB2mh81qHQyY4i+//qeIhwNNU9Rac7j5DJWY8CseVi+Sds3NJ5+FxyV/djavIhzQeHnVJoZDWieOKnB471362XZR4SreHdZ5+TgbDYY69CGNc3zqyRcAALefv4LrqwSv7G/vYuMCaQ0pI8czL1BV7Hfeu4vdXbqZV2s+olLwr1DIlUBrjvb1f/xP/jEuX7gEAPizr/057jzYBADkhYFoROMeBxmaDZp7ohDIGbW2bAvgtVikuS4z9DjBu0VR6BAFyzb1XiksqcdApTkGXDNrf+8At64RJdesVZEZvJF4JlyP10cBiFyBK3XANizMzRGKF2QZxqxhFcqC0hYBOMLQ+3EWZ3rfhJggRIZl69IW+ZT7KUBoTrk7CSV03HWaZJpwUQrnGHUJsM6dEIZmYvI8wckJoS6WcDEaDXQg/o0bz0Aw0njS7SNiBHNvbx+7rPsUhR0Irq2lCqn3p9SADo4WhoEh1xsbcWDzj7JHOjtZlAAGbd6mUHogpRDn0mrVpB6WErrx+TjGzj1Kj7Zlhi5TYFXPQLPiUeQ5gPrcArocG3DnqINlnqBzdRtm6eBIA0FQQu85bJc2wdM4x+UGHyLtKt7r0DuNOeVvGnNMEznTOnuDAH/5KsUa7O4dI+XYHE8EePDOmwCAGzefxOoaKXbOz8/jF36eVEH9RgO1BkGSpmHANoVONzaMCf+q8kw7io5lw2Ze93xtr9ZSGxvXSczxJwcjHO4TBL+1tY0276oLK6tTt7FWN7WDllsCERcWtJwJ92wLoEQ5TWHqooLIFXKm80xTIGVPLZCAZ0ld80UICYcdt9X1Bdwd0DtXWy7sBtMkWY6yckmSThaehNDxFnmWQ5UOWDwdtDwaD2FwulwUBmizAGSjVoPlksMJlSNlpeMkCnDYoYPKEjZqVY5tGY2R8AIahCG6nQHc9ykeYOnSDYCzXWLDRYeL9EWnfTi8+YyDCBE7HiYElpfp2a7raIFJx/ZQ8WmBp8l0NB0AmOdUW6UUKIqJsJeu5wYDVy9f4WceY8jFTn3H1zXQ+oMzSK1gqiCkRMgQ+TAIgXPQdYl/J2mmC7jato3+iOOamrlWY15dW0OWMGWlCsCmPrW9xyl2KjXlIoSJNCmFE4UWwszzHB5fMFxvDk3OLpKGq4sVQgF9Vlw+Pj5Gt9uFw05svdFEyBmmFMdUis0VGPRG3N4cnl2qcIuSxYXnV7XEQV6kiFj48+B4G1cuTtdGmSYYh7TQRkebuH6L+v7SxXVdoNUwJCLOsmksr6DgLEfDbyJlqYezwSne4z3p6du38bmv/gI8ptMajQYqrAq/s3kfLtO6R7tbWql84/I1vPUKpbrv7WxheYMuV9tb2+jsUEbLp378ZTS5Xtibf/OtqdrXWvZwckzzY3F5Du0L/L7xAd7Z4v4djXHxCRKpXL/4JJaXiSL9T39VYTAgGmvj4hKCPq1R5IByTMR8gHo1B//1f/dfUn8awNv/7J8DAMbdvi5EnSYZTI4vbNUsmBWuB2i5AKvDD+MQUJxN+hhxV5Zt6SzAvCiQM7ViwITHZ5O0paaedvZ2EDPde9PIsLpOF4EXbj6F994nx1KYEn7FRc4H/rA/QC+i+LtuFCLkVPc4iuFwbTrLcZDzezdMC2bJpyUZ8jIuSRqImAaK4+klWWzT0k5rMBqhYnMGVV5gEmx4Lk4oVyiMMt9coFrlagtZiPfvUIZlzWsi7PZwxnUmleFh9QI5gd9/5XUcH9PF6crFS4hYbmFn632MRzQnlhdX4HLNu9wQUGUlaQH0OPauFFb8UTajsWY2s5nNbGYzm9kn2h6J7FQdCVHWFpJSy9yTBM6ExjovkV3+/vTkAEnEHpySaHKw5sriPA52d1FhwSgR9AGGUEVN4qhH3mSnV6DOgmUn3T5GA/LY1ttVeAuEatQEUGWI9/1uguMzpixOpteguXr5In5wn24ym6MHsA9I56F3fAzFN8V6owarSbLyRqWJ608TRGxXG5rmq/oVjdJYjk39Ut6SFXSUvrImFWQhpJYHl0LogNUcABjC9+ZcXGakYv3Gk1rePCumj6yXEBBmGZSco8lRh6YpyyFFnCZwTOrL3n6CTpdullJC1zYRvoRZ3rAVlVQoBQPHowQXr9Btfi8N8SA44r6QMLjei8qVFvOj+OXyJgCdLWQqCZNv1UEwHfIh5USqPEkSdDpES42GQ7iMGLm2CYdhKFkYqLiECITuEAUHAlYXltGoE2pwdLCP00GINb4p5IVCzaP23bh6Gx0tivYWJAtuWXmGkKm5haUlVEoY3ZBotwm2b9bmkHL0XSlOOY2RhgbrWOQTwcogiHRG4L14F1VGNW/fuoWU0aTuWQ8+a0l5roLg8ixCAFGaI2VkSGASrCyk1FmPUKpMCMSNG09gyBpK4yTCyiqhnEsrK+h2ab0fHR3h4IiCvqV5OnUbhUw1imKYBTK+MSepQpaXukIZ2pyFESUSoxFrutg5AqbDhVKa9rZtG9VaHT4H8y6vruhgxmqlonXBKIieywtkagKRmwYMzjKsVedQrxMFNRieaiQpK6Mpp7AHuyfIDRqjlp9BJZxRFY5x94M7AIB6zcf777wOAFhYnIPgjM2TYYpv/hUhLBXfxa/+2q8CAFzLRP/0GL0T6rx7wwF6rDWl8gwxI+erKwtYWSVUYW9nC0e7JFqXxSEOHtLPhhDwnLLMiUD/lN6vw5/9OPvUS5dxesIlaOouDJ/GJE6BKpflqc8tYG6OxnBhaRU2I3XXrl9HkjK6ZQqEXN/JtiwMkiHAmbqL7QWMOBvre6++qoEGlWfIy2QZKL3OUpXq3xdRgizkTDsFhJxQIIvpq57HcUqByQCgFBL+WaUpwiHvm2pCwZHGBwAAIABJREFUjbkVF+1V2sPTaIjRIY1Ts+LjCoclDIcjWFkGg/eodquBCgesv7u7hxNey4Vpar0wISRsZhOEbelA3iDsIyxLUmASOCwfIyFCKaVp8LfefAutVXq+kBNtnThOJqWbUCBOaJ4Z0oDBaHeajFGp0/wd9DvoHhzj/gOiRJ9+7vP4a57Pf/Wtv4Bp0ri4FlDGWqRpos+8nf0duCwAu7i8pHO8hqMRNjk5Io4/+ux/pLPjmqZuWIFiInhE3cGfmkTv6M8B8JpVVOo0uX1RwK3RSwa9I9TqHi5sEB3juBZK3bEkGqKIWKSsKNBhisUROTZW6ODw6y1sd2hCWcLBqUeLphN3sb9Lm8UH79wD8D89qmnaKr4NyalwWRrBNwm2LdIYGXOQqK/BY2ftJJf49vs0WJfXTKxx+ZZWmqPK8Hit5qFWqWm4UQhDOzIkBFtyfYU+aNI01dBolMY65iAMY4yYj+x2uxiVYnhxgl/gNN2Ps1GQTXjbooDvU1t8w9ZOBiARDQkiPHsQYnzKE9eUGCjqn6prlUwOhE2qmYqzAayxwEqbFu69oI/UKx29ieik49pQvGhFQdQMwIUoS78nV1qh06tMl1W3sLCgNx+hAFE65UWhF0qaRkhKPj2JccKp45tbm4iYGvjCj78MxRlxaVqg3jbw1FNPU185tk6tvrK2htpLX6Zn1+u4d5+g6L0w1AVr3UoNFlMJC8urWFymeIUkLTTkmjyGs2PbtqYcx0GEAccMjcehzqCqVZfRZ3rtg+0DTYWMhz08d4vorWtXNlCt0MZeSAMHx10YkoUUzXNQvhC6ho1hSA2BG6YNh8UnM0xiF8IwgM1OcXtxAVLSYXt0Mn3quWlJHadRqAIFOzumaeBkh2jRfJxiZYME7rYOz3BwQL8fBRnKU291dXWyWSqJlaV1HT+XIIXLtJBfq2LMh6Y0gRWbLjTIC4hSNFUJWFxUs16Zx+pywe3NYJYH09yUATsAwlEXT71Ac6F/WmBnm+Lx2u11fIf76tLly/DYaX311bdwekp9mSUxPv/ZTwMAnrx5HQ/uUdr6qNfFlStXUC+zuQZDrK3RM24+/2l89xt/BgCIojFi9iZPtu9hgR3wC1euw+K9TpoWjnfIsQkGfWTsQLrm+V3+o23xkof1a/S9cTJGzAdwEafwq3SZatfXsNAmJ7laa0GzEUqgDAKU56KrchTYP97G0iK1ybCBrS2iPPxqBdUqx02GgRbFhFIIeb2e9Puwe6VaewEOAUGaKBgsCTEaTi9+GYxDTUFTBiO9p2lJHStjVXxU5mg8/Pk66kt0UKw3GvBLgdfREBV+X8dxAIgJcGCaur5gs+4j4FTsaDDCmN+1iHLYTPUrQ+oCoSIrILKJUG+Z6v0YITsIigQFuwenhyfYOmN1/HGAnNPtJHLtEBmuA48LO5+enuL4PVqXn3nuNjKu52gXJrZ7ERSHFsSFwBuvk7MzOr6nhRcH7bam3o6OdmGVl3PbR5QMub8qCIc0vn30EXHB8lrT/cg2zWismc1sZjOb2cxm9om2R16dlTp34y6EDktSINnnyQfLHyaQ2VyjhVvPE3w1OniIsz3yxD2vghQV7HXJO6zVHEiT62zV61jaoNtVZziEzeUCnpj3EYM8tgcnGRyW246dBno9+sydO3ew+Q7dsC/N16buAEMqVNlzPB1FkKzzY0kg5eyiYWojZ/2dfBzjYIug7JPIwdq4xc+sY6lCnnUryxEmGSoVpjEsC2MW7TrrdNFnLYlBt4eAgxLDMEIUlbVtAsRcSTseRVrwK0kSfZOeCMF9vClRoCjpSEvqgNYoybQuRJED9+/RzdKLA7ywQn18Fgrc6ZCXbYscWcCCdAC6SYEq00TPXamhWaWfR91Maymoc5l7UipYpX5PoVAmQORQOkA7y9VEjFFOdxUxTVOjaIaQOJ8ukPOtJokD9Fiafef+fXSOSMwryRI0FylYcm3tIgTXG+qenGJl/QJuXKHAzZ3dTdz/gOqVpVmB69dJ9G31yhXc2aEb9slgjAbTnRevP4W1C0S3+tUqQtZF6vYHHxZsnNLyPEeXa1X1egN98/E8Dzeu0ztev3ZZBzKeHB9rzaCKbWNvj9DIcaOOnAHguXYbZ8MYUZeCeaWcVERXqjgnDGbogPWDk2M0WRfF91yNQOZ5gbzUj0ozOByoOT9fVq7+eBPSgmKUSQhAsEy8XVgIDmjNhN0xblx/lt9fotGklxyOE42ezrXmMWTBvGB3H52jfSxz3TplCYCzYbIs1Bk+wiiQJTRXbEPARBmQKaE4G8uzfeQ+fd53W6jUaU/wK9MHYa+vLukafpsHASqcAHLj6TV85kVq1ze/+3288MLzAIAvvvyT2NokiH5ufg5rnHH6H/7kjzFkuvYrX/0qltY30OX/npubwzHP9Xq9ia/88n8GAPjgtW9rOvX6zWf1GvX9Ck65ptD+9gdoc91DNY4w6BHl12SByo8zr14Dx+IiTxVcngdhkmAY0L65tLgOg+tDGbYFwQiOIQutZTUeClRYv2o4HGH74A6GESFcg/EBbIPOg3/w67+ClEUmv/mN72gB1jyPkWvExUHM1Gu97sPi80M4hUaVguFHB7b+sAkIrR1jWRZsRv2FxGTvMSXiEm1OUuzs09i4uYUa/23YCxHyPt9wXYTjMQaM+uZ5hsUlGquKbcBBGU6Sw25Qv0RWqmvJpYMIiuls27R0QoSSk9ASXZV8CouLXGvlKFEg5LMpShOduCCFQL1Oc+XazWtQoGfu7x/qeoGtVguSxQnD3MaDw33UOCxja3cXe7uEbMoCOqh6PBjrJIRwHMIwaX3Va02dwGAKEyGXqqm7FZ3gUpaN+FH2yN1WSmsS8YxJZ9G/xbnfl/+WGoZsV3wsXaJN+K2ohxpnLlhz6wjOIlQNPkBlihtPETQ7f/MzuHfvPgCg1r2PK60ytsDCgyM+oM0KqpySd9o5w2vf+wEAYPPuO3jxEv3+Z3/ixx7VrA+ZY7uocRZDsreDgvlFJQwNT+ZpgjihxeVJBc4AxjBJcBaycuNJiJMh/Y/lponFKIXLG+7+4THee4WK4J11usiY7irSBOAFkea5prFUket4AFkUMHkgTctCORppmQs4hVk2YKKsjSQ01Vikud54hZQomHNtNyRuX6LN7dWtEHJIs75SARymveYrFnbOUr2QVts2Cob+u/0RUk6VNE1b01jpOdVn2zJ0zS8pJimFwihgMpxZZuN9nO0fHMCxeXwcFw6rkBoG9zGA/kkHWywfEPROMVct63hZsNipioZ9bHA208UoI3Eu/vvDzbv4+tf+LX0uLeAwd7ywvAKTUynnllaxurisf68kvVOnO0TMmRmWYUyKPJrTZ4B0Trs4Y6ekKBSuX6Nsvb/zy7+IF/mQTNMUmzt0MB7vH0PG1KfR4TYO+gQrP3i4BU5yguW4GIWTVO4knQiQ5Xl+jusXOr7IsEyd5j8ej5HwnA3DEGOmPOI4RsKOAx4DOocUWvBQQOjacrKQqBi04fWGPUgu3NuaW0TItJ1XlQi4wGen09Gp4xsXLmLgHKN7Sof2woU2mnzYDbo9XFolh3QcBzhjGmnznsKV60SVWZ4PwRROVsToDejArtZ91Dgm63HamJoGXn+NslPyTOHyLaJzjg8eosk0z/Mv3MIbr3wPAOC4Hq5cpX20d7SPB3feAECO6ss//dMAgLX1Czg92ELCwoDSAC5sUIZTt3OElXVq44uf/wm4LAWQ5zk+eIue8d7WQ7h8mUuiMTqcEYU4QAHaw+a5DtfHti/OP3S4lrqgtm0iSul7z0YHaC6Q02b5Jgw+oOJAoJ+Vzk6A+2Maj37cxcHZDg5OSTzw3kMLtqT1e+3i0/i1/+LvAgAe3t3G9vYkRd7hfcQWBip8+BZCaoFXpyiQ8Lr0K9PH7My1GhMRQjFxJoJohJS/L8syrdTtJQpzDlGd4X4fw4T2/3E8RsKXsaJeg0pTnX4dhiGSlBzQ1QurQF5WKUhhcqbTXKuJ+Iy+KwsiRByvkiQRck3nTSoRPE7MTprm2uHPiqh8PFSeaTrMsn3MzdE4RkGBPc4ajgMBhy8Cb7y3jZy93yR3EacuVpZoDr565x0EAdfZMjxNR5qWjwZXL7hx4xZ83quFaWnnLgojve6yLNdFiItHxLI+0tkR0tR5/wrnbnpCfCjWY+Iwion3mMTIT2jiXn7yU/BfICXaPFa4EnTgcFBntepBLlJcxOtv7+H7f/4dAMAXNipw58nx+KAHdAVrYNR8HHRow3n/7TdweJ8W/5dvX8FLnydNh7Kw5zSmIOBzbEUajnC0SQtKOFVIvtG5RQShWCcnSbTmgIwDSFbDLOQ8TlRZiDRDbzhCkyuEf+87r2PnFZJddxxLp2tDFVpzx5QG3FKvwZAwjDIITaD8gyiK0OW0vcepmB1EKVyr/D66cQFAY2Rj/5gm4vY4wgI7PleWPCwtMN98mENJjl8wJObq1LdPrlZRqyV47SGNxShRGPGhGSYZ8lJ7Jo00j056FKWkObRzR+rA9BnLMhFzFeTMmO4UybIcIevp9DHQqJdpKmQjmoPHW1tac2e+5mt14zw3ofjmMTjaQbbBKbFXb+D09FTHqlRtG/MV6pPuKNS3yTRKcGGF8o5904Ih2cmTuqmwDEfHidiGRMHImiqmPyWTOMUiHxA/97M/i1/5lb8DAFhbX9WVls+6XaTsWNrKwp13qaBjNBzByKi9nuvilEs4nO2foNMb6XguU0pdmE9KCd8rtZwK2FapoQGMOHB0OBxizAHcURTp8UzTVDs7YTR9soBhmjr+aNAfQERSv1fDp9vgfnGE01Ny+ppXL2IwpHE4O+voOBfDNHRsW61aR3VtBT/4HlXtFuZFrDA6crq7hwPW86i1GjjlwOXv/OXX8cST5Ex+4aUvYnljlduSoXtGiIlbceE69H5JMn2AcqdLSBsArN+8jNGQAvl7ZxKCD7dnnn8RK60Wf36AXp+DTYsML33xS9T2+UUI3uZ6vTM4lo2r7BQN+wP4nNxxsLuNe2/SRevG05/Wt+piNEaVY3yeefEzGHMCiIkCm29ziYjBCVavkDNWIrIfZ2kUTKplF4V2Og3T0Aq6Z4N9LMeXAFDRSLt0+kWqHSJVFNg9JMclyMaQTo6CHYPT0Rjg+WybFn72J2nff+nll/Evf/N36Pe2jSofklmUIucxcqsVlAUeijTSaOTjOAJFUeiq52mWIU8n4684EcWtemg3aQxvXriIRV5LeRJjwACCSFOA10w/7cGxLY1oWKaDIaP+Z/0QioI9UXE9ZOxE5QJQNV7X9hyskB26OIVb6rcZNjJuexk/NY2lWQFhlE5+rtPrfddHkyU1rly+hoxjNo+Oj7C2Qmnkq8s3EYa8x5kWkjJQPDexYNURss5U76yjkaGaL3H9Gs1fKV1YnDSyuLSGIaeeB4Pxh+KOSn2x0WiMiC89pdP+o2wWszOzmc1sZjOb2cw+0fZIZKcQ5oSfQwYlysKcklQSQYJ/JdytYEAYjHelMaJjgrXci5fRatLtt9bw0O3vIeDbZbO9ircPKFr7P/7J/4t1Lsq5sLSCVx7STfzVzQDrl+mGcXjvPu68SzAwgh6++jlS3/zs00/A5FtEOn2ZEwRBqIXRqp6rszsstwqDoc+0e4RKhQt2ChMxc4uD4QOcvk5p6+2Na2hfI549ayxiO45xcMY88GiADZNuuKllwWtyzEPFh+Rnp0GE40O65fX7fa3smhW5pp1My8R8i+C9ksaYxrrdDI7LwoASmMs4GyfIcHDAEe1hjgsLNNZV10KXx1E0FC5t0K2kexbDZAXWpYUq/IbA97dpjIaJQqkBmOQKqqQ8C4UoKlPIhb71hcg0amKapk7TlApakdRypkPo5ufmdR2nPEuRMUwcDLvY2yRaNBsN0eQsNENM4oh8z0XGWUf9ox10OP6mffEa5upVhCU8avp48mka33E8iQ9J4wjLC0SfnhxsYY5/bjWbgFkK5MlJ3JJQGtEpefVp7IsvfRG/9EskYPnpz35aU0lHx0d4712KVfvu97+LYEBxDZ955kXcuk03raO6gf19Qg26hxE8zpqSMkHVczHiDMggzTR9alqWLrKLXCFmJOvo8BBVVgMPowgxtyGKIoT8PWEQ6rFNs+mFE4UhYTLiNhgOkbNasbIEFjlt+eoTtzDk9E0vSTHHMUG1ekPz+ScnHQh0uY0SaZLp+K+97S2sLRG6YQtKuwaAduMCwh7HGVSqeO8Nis8aDmPcfOZJep5vI+FUnqW1ZVgo0/SnR1ndPEazRe8ZKxMPtgm1mV+YR7NFt9K9vX109mi8bj51G9IiSiocR/CY8jk52ELA2XY2cpx0T9HmWnwXN56AYMXp9Y2LOD0sRT0j5BxOYJoCdS5Ua5omTg4I1VJxiB4X/WzUKnBYFDKfUpBOqQLBmGnROIPrlBTKRPkeQYp+n+bpWruAXYrAGsBuh/bTRCaIy4qiUBCJ0jXK6n4FRUZ9fnS8i86I9s0XP/cCfv/3/pAeESWweb3bnqXRNyuKAT67kCm4Ntc8DKefp4WiwsL8Zlqd2zYMrULfata1uOk4DNHlLM8sS9EfMDIahDreaxzHGIzDiQSHaWI05vbLPqo8Nyy7imMON4BrweAQjCxKYTIbUKgQBu9pcRghL4tIqY+meH7YslzozDKlLNR5/d168jncevo2f8rBO+8RE3Kx2sYcx7+5Tg1pyhlUbgMxIztnvT52t7Zx2tkEAKytLcJcb/PfxPA96sdOJ4Lg/cZxhY5PNIWlM5OLotCIFXzAZiRo9AiU9dGFQJWAyYtLZDmlBrKdj98pSw5IYUCVGwAAX3Dw4ukZgiodigrA8X4PA6aido4CfO8dijNwhIHnr1PMxJ9/ZxvfeJ0WfCYVdvcoHXLU38VKlZ7xi1/+LK5dJN2INMmQZzwBHyMQqz8YaK5foIBkkjkL+yg4Ddas9xB2CVKtVFqocMzF8OQQ3XuvAgC6m2/jeIsG/vILL8NevoxjThFsBGeYy8ihc1avoLFBbQzjCE0uEHmws4OHD6kflJRoskPUaLV0qnCtVoXr0wbVYyh/GjOlCZXQImxKB6ULcfT/sfcesZZl2ZXYOua65//7Pnz6zHIsk1U0RVaxWrRgU92QGhLUaEEzQYMeaURpqpkakNSARi1AlBoayAAC2E2IZFHqLoosw8qsYppKExEZGf77//y79hgNzr7n/mhWRr7omRJvD6pe/HzmnnuP2XvtvdcqK3zuBee8LE2JBb3nI6bxgPgixh2N1oBqHITCAdUbPZhEOBoppKppWZWa2Kx5iBFtTBU3jROUKc9/orTyTnKWlV6l12qNhDYplq+2AbWTlnfKrdGo6JA8vnuM5bm77xudFiLa4wJuqbXV1RJEBNGX+QLnNM8sNAa71xCSwzvcvYTe0D2TrCg9k24Shzg5cBu0zhcYbrwAAOh3ezA89PeGUXrJqNJzyYTB6unWP/gv/sBLhRwdHeDdd53D/+47b2M2camV56/t4fVf+QYA4N7DMxwdu41hNJtjuEttu1EAVTs3eQlYYE6pKMYcp0n9WlLawXCOydSt35u37+AqpXWWy6VPXRVF6fLocI6Ph/mfQWCRcY4odvMxbiVI6TqDTguM4OmtTgcTYsmdzMe+7bvbaSMm8c92u4NWUvOXLLFkBjvEev7gow9wfOTmRBBEkJRCKbOlp0V46cbz2By49XV8NsX9D92cGAx7KKidWeclOoG71t7G6mKnW5eGOKOgpho/QEhO2ObuNo7uuv1DC4Z+x13X6OwE09S9JxsfoEUBwHiWgtFe1e3HmCxS7LSpNi7bRMLc/Wp3d9B96XMAAM60T28Ya7BF6QilGXp95+Dcf/smdOHmTbS9h5JY5K1erUbQ2kZxu6oUjHaf55x7JnYhJFJKL7eiGK3YORydThftjntu0+kjWKqZFOCoqsrL6WwMt6Borz87neCtd1zabSN5zhc1zxbG7wndQYxWz51jBsa3aFtjvAPGniGN9c1XdnzAIoRAQnPWKIV26L57a9hDQmr1x6McY5KOWKQGauZ+czJfYko8P8xqGKN867mU0qeXFVv4Zo52N8E2USE8PByjpBqVKq+gqAjb5gWyec0PBtT1tXWAtIoZy2CIe2h7+7pvvNjb28dG372+efsRKNOG7rAHBOR4sRZABeRZZnE8cXPrwcPbGB0/RJFRGrrfhrVuX+HBGFNfJD70zRvaNhQP+aLAO2871nApJD73Bed0Xbp0GVPan9LJ6BPHtE5jrW1ta1vb2ta2ts+0PRXZKWZz5FS53omFj/TshfYDxpgv7mKM+/9yQQsMTKUY3XRdU49YF+h3MCZ84eDwBCdEmhW1uvgXf+GIAf/q7ffAqWsiCoHZA+exvXJpC98hYq0wGeDdOw6urhTzLJnqGQo/0wuQexQGvnWt0tpD351ujKKkoqo8Rbvv0CSrM8eOB8CqOUYfuzHqLMWVX/o95ImLOqUV2Bq6NsJwsIGQoEcRt1BRa9fmziX85u86uNoY44t6takwOnHteQePH+DREenFPIOfmiQB+oTa7LdbeESR/NWdFs4oOiys9IzPI1kBFE3CABW1hgYbHHUr2vvVEmdaoXXZXcekyHF06KKXThEgL9x9FMMAnJHGiqw822xZMY8CGhNAUxoqihmkrP++2hjjMIati5K5xT1KRT386DZAkWnYiRBQ1BRK6YkLAYuQIrOyqGCJnErNzpBHCQZ7DoWLogEsc6haVuSYkYhitlz41sphr+1ZPVtxAhAjNRPS9fYDgAkaos5nYPk6PTnGd7/7ZwCAmx++B5W76Pv565fwm7/8awCAa5c2YbRDHv7kz7+Pd9/5mO4J8Bu/+XcBAP1+G8cH9wAAO0pBVSNsUucEuPAaammeo01poVJpnI1d5PTR3Y99u2xVlr4TRVVNN6G+gOY8yxjBuY/ohpubCK0bY2cwgAWxcCuLATUUHM1GODmmVHnUR0QIQSAjtKhbTgqJrFjg8g3XXWVUjpMTF2levX4DcculEc5OTjAjBuh+p4WEuvs2egyDlkP02iKGpnTH0d1DLM7dPbnxyvPY3P6llYY4my+xyGrh1gipdujKyeEpKur4vHZ906f/HhycIKHxJt2+J9PbHiSwlLbISo2tbs/rFZazE0SVm6vTxTlKkJZYbxvLSc1qb7FB+noBNKSmbrtyht19h64kvRg1ZXpdeP9pxngj2txut33xrtUWCYmKVpXyadGqrDzbc7pIwTQhMKXxLHhFVaDMcy+aPJs+IsZrIAwTvPXOXwMAru/OEcY1y7hFTt2ITLJaAg2Mc58yZwHACV1VWL3I/Dtfvu47KeM49s0k80XqyRc7rQgtEsLmryY4pk7KyaLE4YkruL398WN8cNuhwqM0R6WUT2NFkUVIdBqV5ZgTC3YoOXp90p1LZ0ip/Vpd6HS1lkHVAsbK+qJehtUzHkLG0DQnLFoo8rqBpIOHD6lr8f4p2gNiht8ZeHRssdRQlGo7PLiHR6dujFl2jCw9xHJZa9CViBI6e1sKZUHIkwn8OWFUhYDSxLPpzAu6aqVwRt2TlSpxn8g559UnlwY81dkRTCElrpuplthI3M2XQvgOLEfVT5PnwmcZFz7txQKFHrHwBsU5ikzhnDoMFmdjzGginJ6MfSonaIUQ0n1mEAKXXnQdFM9dvYGCvvd0MgevuRS4RhxSJwpWb+nN8sLTXHdaEbao5mKxTFES7KrmpyhpdCoYIif6eJ2XEKHbSCLpWoIBID19iMmtnyF85RcBAMvSQvTcxpJEHaRT5xTkVYWM2nVhNBaECZ6dnWExdfdkvlhAU51AGEXoDVweeH+4WisoADBmUCXuGZ2wHLv0HBdBhWXurjmQIQKqDWIcXiwSmnt24nYoERA3R6YV4iFDoImBNFf4iIT7OlEIHZJjkQkMieZdtiw0zZXlotmMZBh67h8pLlAZrLg44yhyGxqA5ewcD6lOJ5IMIUG+AsYvGmZrxlLHy1NvKmFLo6LForM58vExKspVy94uKtrUIDTyuj5lOsZ2zx2YxdYmKnKcOW9aXMEa1WAB7kkD9DM45f/8D/9HGBIyfe2Va/jCK67d/OrlPYC6VCajEwjp7mO3a5BTzcPezq5fnHllUKLudLgExiTaI7f55tq4FB1ds+AkpaAaioEsz3F47NJAknN/IDGwJ0oC6me3qnI9AHAuEZC0SKvVQRrULasKYUxQtsrAKC8/6LS8FIKyBSpiVJ1N59giCoAkiDDs9dAZuPW3vzXEbRLQ7LQ7SEkl+fzszNcGtFptSFrju7ubaFNNSVGkSBdUu8Is5sp99vZ7H+Frv7LaGMdn59jedGu43Q9x9JiciPkxnnvJwfK2yvDo0KUmA2YxPnJOa2ZibG5TvRGvkFKafbsbY2drG6LmmhIcJfFF2SzHbOqc/w9v9zB77JzDF19+Hr1td4/K+Rwn94luv8rxwhdcV0yQDFHR/l+NDlcboMWFzsoAKicnQlvki5qlmMNQHUlVVJiNnLNTZBlC4RwEowSWlEpXZYVASCxn7vOVUr7OLk6UZwguhhPsX3Lr9eM7B/7synIN2gYQtZpgA8b6tmxtV0vTAUC/u40WOW5J0oKlPc3yha//7PW6aBOX0GI6xjbVOvY5w17ialuubwjstJ1T++ObRxgvK18LyLjwPEiRDKGofXs0X/qzaNjrYrqo6R6yJ9eaqP+P+1odviKVBwAY0cL9+86ZeOOHf4Evf8XVK/7gjfexe9XVi7aGW15uY3kwBuPU4WoMHlNqfzp5jLBuYV/OkC4W/npEGHvZo+nIwGgKrqxnsIE2DV/RPM1w7TkKWozxnGLThw8wpzQhE5+cqlunsda2trWtbW1rW9tn2p6K7Aw2umgTK+I8LZATYVK33fFeEmP8QhqLXSRTrv8H1hgvMLgRVTDmBDnBtN/98Dbev+Ui8UAD3YFzwcuywhWKmP/Qr7atAAAgAElEQVThb/0yXrzuIrMKFlJQd5JmvkhPKeMJhWoBz1WsLEuPXASSuy4aAFEQYUHMxWp5jogKJHt9iZh0n2aCQxDUH0ruUwBG55hMHmErc15op0xxduDGeHBwBE6kUGmeQROJlCotTqhKX0mOKHaPpttvY7vv0lv9pAtJ6R5Wrq7lIoTAMqNCSMkQD92zOFJAN6o5G5Qv+oPmYLJhXC6pvY2JEJWttdIcsWSN3vG+wKOKOkuKFgbEx3M7X2IjJS2uToQRoXVBwHzkooxFQPAvsw0ka1fsHggjCUGppIeP7yEmDqfdF69B0ncVy8yz+gLwUUgStyEJFYpakSf/02UFNT/D6NC9j1cacsNFwlZr1NSrcSAREgISyhgVCbhaKcCiZl0ImpvCwAPm5hnm6RdeuoYvvOqKbPd3N326bHR+AEOrLul1sXvFRWOX72fgf+mu/eVLN1AS78wiTcGkiyyTdoDdTWBMjN6cM8+g7Drn6mJy7eF1jqY7Io6iCygcnoB2mcfOn4HpWwOcUNkobEFGdM2LORJiUY1bLa/5lcgQ3Q0SWJQMR5TiGZ8dQsa1Fl0EYyXy0N0xGYTYIyLBKlvg5IDg73SJLnF+IEwQUJdOFMe+y2w2n6MkBDKOIz8/jx6erDzGjTZDq+vGcufuGSzNw2s3rnrx33sffYR24pCASFrMxoQWJCG2Bu6zZV5hSN1Uw36CXqeDmFDmsirAKN2cFjMMSGPu7vE5bn3oIu7Ll/Zx+x5pFukcmlILvV4X7cjdh3w+Q5sKohcrdkZaNAKYACcBWyfQWBKSa4wBJ7S32+7A0F4m0cVz1xxqMMomGB27aL1INULJkROa47ZZ93yLXCEg1C+OBb78Fdc5d/vWASakH3d+XiDuEkt/EEBSynt8NgGvCfdWTJkDQG9r158xmktsEf8VwoXvdIwC4c+mpGuRzYk/qMjAKD3UCwxeJiRqsqhw/2SKKYkfV5Z5Aj1hDKkWEOpB2YArV/cwtO7zie55xLgsC2TUHBOowHea6WdoFpgtChyfuNKNO3fv4v5jN2+OT6f49/6j/xQA8JVvXkJe/2gFLOYuG2FR4vDQvb/bkjinbuuf/ugHqFSGq8+7czHp96B03QDVh60z/Vp7/iNtjD8jsyzDBvFPtdpt31xQ6bIpiVCfPMant54bBkmTctgOPBRvbOWhOwaLml/wYs2OezZ1jQ+HJHVhzjTGSuKNB25Tvv3oyE9WVigoqgf44t4G/tHv/QYA4MXnrkP79nbb1H0Uha/wV6qCpgOo1Ku3EXIuvCAlExyMNe1s9VmbZhk0HeTl2SPMqT2dmwKG4OKshCdCEhxAdobwzMHPbTWFIcZoE3SaDpKiaAipwgBXCTrPFykSSiO1WEN4tcjnOCOF+Gm+Or356LwAqJX8jEc4mlL+Nwm9jIRWxjOdV5UBvAik8Y5BlpcwdI+DQCAIQuiajVkbf+g+1EukI/dMt+MQ5yBm27GBiuhgjiUsauJBIAwbNuW6myPLV2vNFjJETo7i6OQMQ1IC7rdCkM+GIkp8TUMYhr5OizGOiOoSsryZT1wGaLUSpJQKWoyO0aMaHCkEDE2OVneINrVcDkULS0qDSR5Alu738rJEKWrCSIGSnOKqWr1O4Hd+/UueiXR6fog5pQxHkxFeeMURIV59cYyg86G7luECAd3TarmEoIN0OZ2gS0Rk4XKOy4oh23Wb9ePJFDNKC2nTqKGDsYu6v34TXlxgiQ3D0EHmf/vtK5tTc3evg0AipDTA+GwO3XHX0uoPkNRsuEr5tcGNRkJOZxKE0MT4bJmAVtrfL261r4ebTic4JtmQVq+PTtfVqggeXKg1Yt5hM9b69OdymXroPMtWX4vdjX1MqNZnMV3g9V92qe75MsWtm/cAAHvdDjYoxfTOu3+DduSu68bLV/HRbbf37G5tYGuTKAQYUOYZAlFTHTCU1FK/zEsMe84p2u5xtIhwdXR+jvfnLr3FJ4+xvXR71ee/+nnktXK3MKg1A5hnQn26cbjaGwCIo45vX5ZSgBHpappmyCmQLIoUnOqBKpWDUTA3PZmjqFNopcZ0vEBFdTpxEiEm0UmjLbodt/7Oz6fY7TuKk1/91i/ij/74T917VICqILLKydzXZVoDMApC5DOQtLY6CcpaYFgpTFPnyEyXcxSVuy7JrHd2okCipH22AENJB3ylAihNMgecgWntif8WpfFBUSK5Z9FnnIFT/YypCrTa9MyNaQhBJYOglL1ZGv+d1TOci/kyx6Dv5t1v//av4/GxCySuFRZXr7v9IpSAZjTeuI0u+QoP730I0PqrFgo/+gtHannr/fdR6dxR+gN4vttBRc9bGAZNpLSwFpb2Hg6gpP1mMp54R1pwgemEOpIFEFCNXZ3e/Hm2TmOtbW1rW9va1ra2z7R9ilxEk0pgFmCiJhhsUlfgF7quwJ6QjqgjdyskqmWdZpjjjmxj2XWFwO3tHtJD5wV2Jcd3vuKK9L79+hfx/L6D7Y2FRw2saRAIJgQ4FY2KQMGomshudT4BpYznTOFcIJT1a35B8AwoKHpbzM6Q19wI3PjIVorAQ29ScIhsgYAKC/ttifa2Q3OUbIEviFsgTZERb0240UOL0gZxlUFQ5DAvSowJxZlUBWZVXbS5euGnEMzrRZWh8PcvTyt4PjTLIERNf6994Z6qNHgdJWiDutjd8UHoJuWEhjxQJhKn9LV7eYEh/fYjVniCq5JrD6uqyoJRVBCF3EfVq9a2GhlDUWJHGSCgz0kmEFJnV9gNfAGfEMLD6+oC3Xs3aaMsqeCvMsirEguKirSVSEeOeG0yW/p517l0DaLnOhJ2+ju4/ZHT33rzxz/FKRHDHZ2eIN4i3qT9HWTER7NcLPHv//3fX2mMpycHqOiZGGbw3R+8BQD46d/cxN/7fRfZyn4HY4rKjx4rWOI4uX90gH2SD+DGIiC8OD6ZQjKNfULC7o1nHnUqqgoZRVpKa5/SYmgKULO8AGN1NAb0qbNJQfvOyFZNGLeCWesQWsAVU9YkYxZNF58BR0hRHAus52IpFzO0qAp1b7gFkChtCAHBjKt8h0ODcuoaG4/H4IQ4dzsdv5ZV1eg7tVotWIrQ4zj26OB0OvVdqZ3O6sLDhwcjdDru/u1uDVGkDpE8OXqMnYGbU0EY46M7DnXpJiEGfdexNR1nuHbdpbR7LY44oEJgKSGt8fdIlRlo2mN37zoYRfQSGQSlx1sxEBHaOxmd4Wrf/X2Rz72Onilz5LUuX9ikgJ9mRmnYqk5hWs+hEwmJgiQEyrT0fDKlWqIoXIQ+Pj/Eo/sOuTp58NiTg4aJRKkkFDVTcMNhaExhEGFBSPW92ye4E7hi52//6nfwQk0+ayoU1F0aADAVoTlMIqJ9I45WGx8AVGmFrJZDKUssSKqAM+73c2Yq1Iqo47LwpHdZXkHVe7eMENDc2Rj20ZsVGNdCy2WBXNXF8AIxIc6hYKg37flsgQWt12XVrBGwRpC7VBqQdafq6o07RwdHmNB+1+2EeOEFhx73tvbx3POuG1kEApbWYhgnTiQUwOTsGJJ41m6//xEefuyK33eGexjPRxifOySszCv4Y0xzKCJkm88mODlxqS9ttO98WyxTgNBbGSaop9n+5X1skz5h/hRutqc7O+yCwA9Hw5rMuD8AJQ+faD2vzTJ4kck8UziY0gYTtZF0B+CVg4BVpiGpjfbrn38F/8nvf5sGE6MmihQB9xCUuaC/xcDA63Qa4/73zTPkJq292DpvUYtVWWs95Mu4aWoQtPDpvEznvk16Z3vbp19GowmUVTifOfKwoe2jz6jLRKVo/AsL3SYF3LzC+dS9f24rzHJ3f6Z5iTrbwQx863fCVodde/3Q19ZYoxGFNTNm00EG65xYwJ0LxlfwWxhaUFHEvIqxgxON37SM0ZBEzie0QZ3bnIcWkjatgDHPPFoUlU9/CsF9905VaV/flSSrOa0zDRydu/zyvCi9+u5yaWHJqcnTDCFtaIPBwBNslWUBTZtEEEpEtGhKpVCWpdeEWeYKD6kmZJlXeOm1L7lxW4s5kXkNhhtYUMfJv/zTP8PZsXP5SmYgu6Tb1E68s1kfnKvY5uVriCJ3cPzhP/8/8Mf/2nUUnZ2Pce9/uAcA+J/+txbGY/c8d3oJelQbclqc45xqBnZ7PXw8ofTAsA/EbZ/GHb1/07e4Vkojp84sxpo1V1bK7wPWNgzJLRVgu+OcpoPZBDGtnZ2d/ZXHaIzxTpI2JUDpjSgRMIyuWWtoclYYDDjRIsxPRnh809XF7V7dR2fbXUuVZxDMev0zazWW81pZ2qBV00BI6Wv30iz3NSV5nvs1IoTwqas4jn1KqypXTw8U2RS/8LWvAQBu3TnBe+85pub9vU10Wu53Prj5EAmNd3NvF1Xg5uQgtmjH9TdZCKorspxDKQ0DGiMYDO3PRWnQodqxOI6QUSppsTwBhPvelqiwe+MGAKqjIGqKUBto6m6JW6sRJ3IeIKBoo6xStLtUg1kZLMmxM7bZT3vtLjJLae6qwozI4aI4gqHf5iHDIOgCnbpTSUGhjrqAh49IQ2tu8WDq9oHf/e3fx9/5jV8HAHzvr/4UHUVs0TbwDOCCNWK8z0K4d3x8gorS+ZrBs+Ar1dTymTL37NwwGptUuqB1E+Qx1pR37G1tYrbIMSNnKVUVDHMPW1cVSto0eBJA0GcOxjOUFKgrXGCeDySCmtVZchRhzWi9OmN7nmX48APHzK6qBUoa11de/wa++uXX3bVwDpLGQp7P8Zh0JRfjU7Ridy13bn7oNfZefuVVPD45wDxzKeXACu/gHB2e4PSUzr/l1Ee6rXYbLXpeL3/xq55SYnNzCxsbLoDb3R56f2Q6XX7imNZprLWtbW1rW9va1vaZtqcjO+CoYQwGBoYa2ZGeuK/UJdoEVcLaC90XFkt6/yPeQ/mio9EvZxPc/MGP8e57rpDyq9sR9j/nSAJvbO8joM/oTCGkVIG2Fr7U0Vrv9XEwmAuK2o0S++qRVhSFUAS5Mca8WjfnvPGUjQSI2CvgsY9sTQbPRdLrdH2UMD6fQEKgIA/+zmyCSU4dSTIAt5zGZWAJGcp0hlmtTmu1L7ZGaVD7pJpzWLom40nxVhhjwFGDXXluUIM5YdiQyDHLoEuiUbdNxHOxqC0MecOzkynEsYC1TZHtgLzuItdN4bjRqKhKWIoAQS3TAuE7zgRjfoxVpeqmlAZN+xR784P3MT1wUGm+XKL+kXbIoCkdCG0RUPSWpalPYwkuPHkkiwLs77jiu9nZKUw1Aye4ejo6R0VEmM8/9yIWMxedHJ+O8EWKdOSgj8u7rtPn0nPPIaVCyHbUaMxZYx3JIJ6Non7/ynN444c/BAD8vz/8CZbEySQlw+Gpu/6DkxQbFPoPr7bRoo6e+0cLfO9Hrkjwi1efx1/fvQsAeOWF57G/v4f77zkyzEBarzGWZsUFRIN7JXlrme8i45wjJsmE3Z199BIXPZ/nJbZ3qKtxxS4e990N2qVNgZyaFcKYQdfSM7aEpfVTlRkYcazceud93PrJ2wCAX/zON9G77NLkWldQeeELprMs86RmYAwVdRoaY3zRulINbf/p6SksrcWa66Qee63+XqcuVrHLV3dxcN9FsON5jv6ACPziFj6+65CpNuO48ZyT9zjPGDYI/W3FQI84ssKwBeYp9Q2m44l/XkEQ+yLcYlng6Nxd36OTGWbUPpOZBLORSxXsthgGlGYvrYCg9RptDWCow4uJ1VIgy7RAUj9zqVGq+rmppoFEVegQ6rg1HOLtB45I9q1338H5mVtXy2rpdabALQLBIOK6fsEgoXlnWYjNqkb0F6iXe1GV+NJXnEzGm+/+KwjqxjOwKKgbKpDC7/dZUetwfbqlWeb34VJXXtZEKwVbK3znKUCvN/p9LKmDqsxzT75pwfxeXJUlup0Imxvufk/SwiP6BYxHc0QYO5ZdAEqXTZek1l6nLl1mnoBRiMA3QuindCr9m/bC89fxV99zJKbn50f+O7h5EzHNuyDowUp3vfO8wDHpq4WBxeXLbj6dj09xedcV27d7HfT1EEsiCH740T0cHhHH0rxC2HHPdGfvKgakGL+5uYmQZGBYGPr9pN1uo0eIT6clUfsHSn3ynvpUZweWwxp24Z91+ohjWTM2Go0kJGeBc7Ca5VIbPDLugpdJF2dHDkb/6+//JSZ3fobf+pzLAb78ynWcj91E+9z1y1B1mzNjnnTWWsDUh8UFCJSj0cFyD72u4F49PcC4aSrXlUZ96IZR5OsBmGUIbd1qaLwWmGZASrD/yeExYnIQrFZO1LA+wC1wSOKFApVPm1lrPQSqjW50WsB8zQxjTe0QLhJfPcNBOZ0VvubpInQ6T5XXiJKC++6bSmkEQa3lZJoURuE6IwCqdbIGXFB3VRL4mgcWB56mgHMGSbC2MRxBQGzMF+4vB/e1YZxzWFt3Ta22wb7xk5+AKcqV50vMiZrAhiG2aD5GTKOguVVVC88GzqyBIsJLBBKSYFBtOAJu/VwLoZDR528+fICHI3qeLMbV518FAOxuZ9gissdvffObYH/jNHsej848MRbQdDjyZ3iGkG2MiDSvKA26tWNZlP5eD/sdPL/nDvnXXr6Gem87OrmFGbX9/uWd9/H42G0wV3tDPOyd4jQjYcJlhoKcO6O1b3flXDSbrRB+PrTbbezsuHqS/d19MPq9K90YIQmR1SnCVa3u9tO6Qknpz6KcQ5NDqu0ewsCN3YKhpBSiNAwJow1eW5RUa7Wcz1ClOerNcL6YI6M0zUVtL620dxayNENEHV+z2Qzp0qWuWq3Ya9YZY3w9UvQM9R5BZwPv/MQd7teu7aIlqK5jNEZID2y4sYHzhXvWre4GLg/duPJKQ/vaNAtBGlacAxudBPOZSwExa3y6+9HZGEtqPT6fLXw93GQZuvoPAFvbQwg6CoTKfceLKjPYwn0nZHul8bW7bYS0D2aLBXS9xgOOdt8dTjs7XXzt9a/Q92q8d8vV1nxw90PfVWOkRUhOVxiFkJyjohqWKBFeHFlDYbBJ6TwDnz7tbUQYbrvnM9hsN+UJDChor9BcgmlylPLVz4zz6cTXa1VK+c4spTKUdS3PskmFtjpDnNx3FAdWlT5lZmWEkwmtvfkEaakwpdpWYxiqsunyi2JKgwuJJaXKC1U9wcZe75vWWliqn+FCXQAHVt9vHj16gH2iaLBWY0LEo0ePD/En/+KP6F0B6DhAdzDE9esO0GhtDzEZOYemyJeISOuwsgpxEiGlusJ7szsYDJ0j9PLnXsHgEhGBDnt+bxRCIKJ1pkUjGB1GESQ9axk0e2kQfrJDt05jrW1ta1vb2ta2ts+0PRXZsdZ6WJnZhgSNgePk1Hl6g1YMQRpWuTG4/9jBkJNgE8XAeWQPbn2Mt//a6Zd8+O6PsRMy9AauSO/hQYZLPZKhiADLaoi/4dMxxvq/uyxW3a1jn6DIVnWU9gyFWFob7x1rpX3xsRSi0WsKI2hWQ9kaLVaTrRkUVP1dVhUiKgqLohB5WXruBgbAXIjizQUP3NS8Lpx7baqL5IwGTdrO6ZC5vwfPwAuxyIBBn1C25azpAIsFkQO6bqpK1R1YzXOvKuXvMYf2BcrWOm2rWDQoVf0ZpYyXfwhC4YtOi0yBU9SndPMcI8l9pCQkRxhRN8iKwVa1XPhiVsYlpvS9d86XOKk7BYvMc6+0kxCXdqhgsCqgl24uB1pjY4fSQDuXoYoUwrrPJAw4IAmPe6MUeeIQlJBJ3LrvCLTiJECHUL/dfh/f+qpLz/743Xdxn/hcSmO8YrJ9Bop6YyW0dRGs5AFahCbESewRuet7e7hC8PHVa88hrNNYB2PoE4fmGDhFZgC4d3qA++dHmFMnQFpWiKKa8l2hKJv0bh2NxnHsib0uXbqEzaEj9WOAl9DY7Wx59KdGTlYya31zgaoqHyWXVe4LNLMiR4sKboUVUDS39q9fxlbXjWvzyhZGI8fjtZiPYUuFjJCePM+RU0Hx6dkpusStUynlU7paaxSU1siype8Qy3P3eQDo9Xpeob1WeF/F7n98AspEYTDo4PYHLnXFucU2qafrMIGA+85Lw47nWOlHAabTCd2ryl+XNdpF/rre9zhAHVVXt3o4Jg2ht48O8cKeQ6Ysy5GV7hldvnIDMUXPapqiRfxGhgsgcM83Jg2kT7MwCVAQOpEXBjGl+S00AkJqn3/hOUhC/n781g9x/8SlVeNhBM7r7lqBQFDjAGeAthAkJRKEAThJA+WVQrvvPtPuRtjsOnTg2gtD3LvnCmxb3RBZLVvBLaI2FT4HAijdXMqz1Z/h49Mj33lbKdXslUr7BoX5PEN9vC5ViNnYPYN+N/bo9unkDO/ddd1nWhuUlfbErsZyj8wmLel/I0tTLKgzOK8qj/ALIX3HJOfcp7Gk5F41vEb0V7Hbd+5jk1LyW3v7OD1y+9diPoapee7yAiVBO8PNDQy6bn8yZYblwqGhNs1Q0lrigUA6StGmJpC9/UvYueIyPIPhNuKe21csFz5Nn6YZSEoOMm43HZpGgpHsjQE8qSB7Stb8qaPXMB72dByBtBFpQFA1fBTESOmhnCDC+zOXBz44msAE7gbdfvsNbEs3mV5/aYDT4zH+5gPXWhlGIYKrxEx7nyOnG7M13ECbGJRFyHzKw1rWODgW/u8A84fjszxUoy2qWl9LCES0sXDW1MdYC9+xwoX0nR2hDHzVO+cNWRwsd2kAfgE488zDTf2RvfD3ixCbtdbXC3FmG+eoefvKOXQA2BxuYEjaQEm4gYC6poJIY0EEYIvlEkNiZw1kgCmxYRYBAOPuZ5nnaLXde2azEdJZgTx3CymKLcKg6TIQsiGBrMfLhPDPbrGovKPY7TKf7pCSw1KKKctWcwa4rSDqrjwR+Zu0tBapJ+4LPUlXUHKMxm5T4swiVm7RDGWAS3uOlCzs9DB9MEFAjoAtGQZd0jQqNEydsmMMtx44ioG0nGOP2q/DMERKG6KqNILaiRfWp2SepRtrkXNMJu5A2t2+jJKg+Ml0giJx1/j6F1/DS5931A03rt3AYNsdUDbew//zXUewdvfuXU8+dr4cwVqLmOb89qCP4gJZWs2czTlHSPP8+tVrvv251Wp5Ik2jFBI6/MEaJydYMRXpvqNEmdXdYBVomaEsCh/4FKWjF3C/w2HoUA92umhtuVTLIlt6EsFsMQezDBU5bnleYFyLuOYZNreIEqJSqOeplPKCI2qa7hkegVOQYdGk6LJ89XqPYV+hajun7KPb91HR/f78l17EfEnt+p022sTYHjKDKnMbv4jbiMK6XiKE8UK6GlJG6BG9gKq0D9SEBt5+z6VQOOf4B7/pgsx37hzg3ZvuAA659Sno/tYuMqpFMsogStx8TsejlcZX6RIlzXvLBSraE4Vkvs7w/sEDHJLznS4LCNLt6272HaEpgCSOEFCK3FQ5rAJE3RIPA0n7XwiGmpO8rEqUxh2yP3rze5jN3RyIEglRE8dK7tvyq6wC6pZuuXpt2Z175z51VRSl19VKyyZAyLLK14PdOZii16OU5yTzDOSn0yVGRJxoYQELT8IYCImo1saKIr+e0qLwRK5RFPo2dJdqrl9zH2wIKX1dz7Po1G3v7iEnypMsT8HoWoI4QUFrVAYMkugPFosF3n3nLf+brK73YxxnlNISrTbGowkuXXMMyvuXryChtDBPWr6VPFssfVDBL4gT67xAfoH0NA7rOtjmfA5pvv48W6ex1ra2ta1tbWtb22fani4XIbnXm+KwvkDWMu4p0h8WHOFVB+mXnU2IofNab/7geyhGLoL64qUW/t1v/RIAgEUc8zTDJlVSZ3nu6ecfH82QUMFuyQoUM/d7g0EfQjb8N56nRBvP1QIrwahLwzbMhp9qWtuGxI55dnTAWkhe84lY6ghzkHHdkZSEEWJSs41bbVQEu89GI1jbaJGEQQBNxdOWNXwIDLwpRObcqUjDRfy1F16ZsunMAvMRWE15v4p1uy1EUa0fs4WrV5xnXZQzf/+OTw4QBS6a3N26hGXmnt0yzSFFi35TAsT/ceujt/H48WMsM+LN0RZxVI9XeoJCW1ko6pawhvtOK84ZrHXXlBYaRVGnOyx61PVUU7x/ulnP08MulqcLAUFdG8JaSGoahDHIaoJBLlBKisYkMHnoYOWEHWA7DnBj2/HEbIcxLrcdzDr5+B7mIyrc5BY5del8dPAIDy6Qair6jUJpGFl3DQrwGgGsVo+0vveX38f9By5Cv/biL+DRfZf+WB6cYmPTIaO9V38VvOMGKcYj9F78IgDgO7/1d5G0HJrwp3/yx7h10xEfbg36SOIIKaV9K9UgTXEUQddU+lJgMHApltdefRVb264oWWvrI0hrLTR17lVaIaL0kn0GZffZbIbx2EXjLu1B3UZaYzp1aEPaz1B2SDOINYSXWnKvgpxVhe9MKfICgQh9Gmu5zDCiYssalXV/bzr04jh+Yly1plqr1fLrcj6f+9flM/Ds9Lpt3D9y6IOsJmhR95y2HIJSvFd2h4hpj7EaqAqH7FjGkBCyyg1Q0vNxxdUMaVmnkRWGhPKcHs1w9YpD+L7Qvuw15NKs9OSo8/kUHeKwMZAQFB3bSmGZumsN+GooJGPcy+wESeD3NGs0KiJnTMsMy7qDqbJNd6tpmhNEwL1m3TLTjlOJ/q20AUr3mSAIYS90lOZUtL1Mp36P5MJ4GQqBEOnEoQNMGwhRN5WsPk9v3z9vOve09shOabU/S7S2vuCdFQpL+nrBrG8oSPMSGg0Czpj1DR9BIrC945BkWA1LDX8BDDj9XhBFHkmyxnjFdHAgpSJ8Nav8XH4WLiFVaY9MKaUbNXYhPZpU6QpFXjcRlFC6zr4YXwwdRBHOaU1XTOD6tRu4et2dP1GrA0FocGUYSkolSi7Rp7ILKaVHU8GkL3dQSqGgcow8S1ER/5Vls08c06fkewRqrXhr4ZhIAcwWOY7PCeocJOjHbg4i5H8AACAASURBVCM8Pxnjr//KkZ3NDx7ht7/s4O7f+9ZX0UrcQao0w2536HPzu/0NHBDk/P1//Qa+/eoXAAD7e7s4H7sBLJdLn1sHAENpp0KX4LoeAvfdNpyvXs/COYepmtqg2kGxRnvPJwikr6GxFw7WOIrQIVKyylrERJ40o4nhGYIZ8w6O4MIzNltr/bUKzi/UclhPcKat8mmdMAiQ0G88SwfI0dEYVy67+5flIxweuUOTCYOENGYqlfnfHE+PPZlepSpIIvcKIu6he21TdHoSdMuhKgbf/nfBWYMRyNNa1I2BvsrpDNX6NmgYesuiSV/VbNafZhqiLtkBMwa8ZsK1xrfTC9Yw/zJw313EuIShDc9Ihoycro04wReeexmX6JDnVYWC3re5X+AxLUxrOOhWwXCLgpxarXVTd8WZ72wyGvDJ+GeAlX/wozewv+82hm+8fh13PnbpF7z3GqrYPdsjPsTLyhGsYXKA07d+7K73S7+MX/zlbwEA+v0+3nvrTQDA9PwEsAaPKaVw885dgLlxcSG8U88ZQ0wtn9evX8XWpvvtNC1QVLUQb4WKOkAurqOHjx6uPMaT81NMJ84RiZMA3YDEP+MY6YEjaDw+PMJWz9EDRKHxnKdBEAI0f09Pz/D4nqMisFWJKErAaMNM89zXOG1ubKAo67oX09ARCO5TDUmS+L9rrTGjui0ZBD5t127XXvSn24Pbj6EpHXP9yj6mdGgvZgUuX6FulFCibkVlMoApaYOvKk+FkBcFwpjSzmGEdDHD2TmxzqoCLXIUh5s9fI3qHBazOT585J71naMKFRGdnqcGe/SawWJZCzpaeJJNqVergyyz0qc5GBOQ1DZc5iWmdO/anbYnDn1Sk69qalMywNIY4iRGIJv9PS8KH0wVeeHTNHEcN2lGa31ax1pAyiZ1nLTcWLVWaBOliJSr76dny8w7O9ZafwC7NF1dZ8C8syWkQEmBhDHGzz9tLSzqvQAAbzS6Wp0WNsnZOTw8hqa9S4YhGM0NwQU4v9CBRddXlqWvd1NKe3069gyJnKrSvsMpDGOvniCk9LVTgi8hKP2XMHvh3G2AAmOAITlZW/v7uH7tOcRtt6daLussIrS1vpMuCpquK8YuBPhCPCE6jp6bm7bMkNN4l+kn116t01hrW9va1ra2ta3tM21PT2NpPMGzA/K2HpyMcWRdVLF36QU8euQK3X7ygx8gPbgHAPgPvvkFfOv119yPcImKaKENSSKnVJz68YMT3DlwNPy2WEAQWYfQFl3yuufL1Hf0MMY8vyA4x6z25FptTKmoqcNX9+GEZAhJuZVZ5mFIBXiZBGWUjySkEL5Qm0sLalxAOk0xL2vyJgVmOQxBxkWR+YI6ya2/fG2Nj0RyXfqgALgABQch6v8QhqGHItkzpOpORzPMlrcAANZUHnaXUgL8ImZFqJY6Qy1yLELho404stDE3xEGAlJI1H1jAWdg9bPjrJGkMAyGuCyywiItatJGUlUGdZNQ+pJpA0NdIjU3xqfZ5v42hM9tus44AOChQEjRYZ7ljb4T477oraoULEVdgRWeJBIQOD6fwRAqJazBnGD4s2zpCQG1NR61A9xcB5zqcX1JSmvPH2WNvaCovbq9+MrL2LzsoN0bLwD9LYes3uevYUHyB0E5x1VK8YyXOb7/p38OALg0KvD6tx2yc+O5FzEcuLTz6fEBRuNTsDuuGybLFc7OHDHYeDrzEHUYhljOHSLAbYGQNJUUrxASOVyepT4lWpUVjg4cwvRj6sJcxU7PzjEeu99ptWOkdWFuoHxh4sHiMS5vk05PL/J8OnmeYkR08/fu3sfhQ4coZYsF2p0uekRSVlQlWqRHZMC8xpHEk5IYvguVMUwIbVJK+Q6sbquFkBCfZ+k4S0LpC8en8zE6Gy5Nutnrol93tWZLyFrNPWANQsF406GmgYR2klaSoMxSdAn1VSbA+aG7/5u7+xjN3fP6+P4URxN3v45Oj3B526W6FnmJn77rGkZuXNv3/DtaVaDlg2BF5MNqDtCZEYQCKXXVcHAkRD7bilq+o4dz5aVlZEv6zthC5ShrlfNWjLzIUFKaLkna/j4EQeCRN1jrC9EZYyjpdVkUCEnbi3N47p+wLWFoDxLJ6meGYha61om8IKkkYD2aw1jz3OI48Wl6daHrD2iOMselZp9I00wmbl3PZksviySE8MreWZo25LKsKUBWSvtuWFj7RCZhVWOsQY2klJCcGnGqEKxWOpcRWt26Qcj65xAEgW/0kSKEoEaj9mCAOGqhhvcNuO9+ToIAQY3aWOubjBjnYDWxsTUeEZRSeL0xBBwRlZNE0Sfz7LBnuQFrW9va1ra2ta1tbf9/s3Uaa21rW9va1ra2tX2mbe3srG1ta1vb2ta2ts+0rZ2dta1tbWtb29rW9pm2tbOztrWtbW1rW9vaPtO2dnbWtra1rW1ta1vbZ9rWzs7a1ra2ta1tbWv7TNva2Vnb2ta2trWtbW2faVs7O2tb29rWtra1re0zbWtnZ21rW9va1ra2tX2m7alyEf/lf/8jay7INHhqa1uCE122YQKGtA0s4+C2Vkm/QE9tAUsiogwFQitw8sCpNt/66A184Rd+FQCQDK6hukDT/vPMWuu/t6Z0B0izs1Ymtxb/7R/8xop6CsbaT/nNfxuzF/63yDLkS0c5f3D3pxg9fBcA8MHNn2FGNPyDbh8/eeSE8rqdDk7nJFMQxcgKUj2vJuD0PL788qv4z//gn610wf/ZP/7HtlJOBbe/WSFqk/pwrqFTR+Guc+kp+dO08vTmMgg8LX6WF4Alcb44QRS2sJg7SYFlsUAk3HUmIUNBdPCFUmiRpkYUtREmpGYbtnFC0iJFNvfCkUmcICCq8cow/NH/+b9/6hj/2aWXbGVroT3rPXiGC+KfF54tYwy8/rdpPH7BOLR3/wWMtVAkEvvg8jbSL30OABBKiYCoyqUMEYa14KDxEgtgxstsaA1oWmrGKsxI3qGzuYH/+p/+Nys9w50rXVsSzX1lNEIS4AsE9wK9oWjWRGkE6sF846vfQJm553nz3k1EJCnRHwi02wlasXsmX/vGb2NWunGVWYnl1EkO3Lr1ExyS/MDW9haypRvj+ThHn2ja/+FXLuF3vvKKG9er38Yf/NP/GQDw4/dv4vj+4Upj/Ef/1aadkpyBKTfwxdd+EwCwe+XrSDMn7PnonTfx0zfc6zAx4D13L597cRPZAydNcLV/A7svuLGfFm/j0UmKs7H798FMQ5Ow5j/4tQSXN93r//X/ynDnyM3TVitCp+1U4nd2tmDnJDqJIWapEySFegRwJ1nwpecN/vCfLFYa41/8yf9i07lbi/fufIS7d94DAJydHeJs5sY+XpbIiO5/kaUoSMkbRqHest1jpv2Pudf1lA4ERy02r431cgxgAkKSDAUzntI/CCJEoXuOSZSgRbIO0jZixoxz/Ms/e/NTx/jN3/22nZIC9UZvyyn7AjCqQmlqwUyDIHLjqKoKvU0nC9Tqd5ycEACrKgyHbl7ygCOvCiiSGKryyn8+5Bw6c89hsSjBY5IZEBaaxDo7QRuM7ttisYQm2Zc4EsgzN775vMCP/tUPVz0AbHP2MDDb7PaKXs+WC0wXbp0Yw/3+02oliEjwcjFfIKf9QkqJbqeNblzLLAhUJGyrKgVF9y6vFE5H7pxYZgW0JbV68+R5mJEkkDYGtShFEAT4nV98ZaUx/jv/5Lu2SwKcyckRPiLR2bDVwt+77O7rr20VXphT8EZ5KBQSEck9wAJF5caYPX4EITkSkmspkhbglditV1aX1QL2/L6/pzpxsiZl1IUgqYkL3giNmxTmOfD13/gPf+4Y18jO2ta2trWtbW1r+0zb04VAjfGePeccReEi/8MHH2FnZxsA0B1uN1ErOAQhDxcRGGutF2G0XCDNKszI+z87PcbJ4WMAwAubN1Dqny/kdTFC/yQ9r58XxX+aaa3rMMl9t1fjvPgd9sl/00unwcb+9tvJFInV3b31Jh7dfhMAcHxwF4t0DMCJNSreAgAkvAstnMcsTAU9de9ZJh1EoXuPjLqYLNwzePPuw5XHOJk/ggycp5+XFRRFpEXJcfTYed2BHSAO2jRchXbbedA7Ozs4PXXRrFEFksRFgBv9PhbzFIaiJAYNRmJ1gQihrLvOMNLoDehrrQKYG2MU9dElgbjl/Bycos9WO4YiYU5Nkc2nmTLaPzVuDEISXbXWenFVzrgX7GQALM0RLSwMRU0SgCRkUjFAw3qhPTmb4tKGizR7l67AGkW3qhGNdEKRhIxUJYqipOuzMLaJBK0hwbunL78nLIyasUjGPbIKWB9Nam5R65gKaHD6+8cPPkAS0RyKNcKWu5bORoBr14fY6l8BAJyNDnD7/py+1sBWTuDXsiX6G4S2qSlaHULq2gkSEgjUgcZJ6hCIgAPf+vavAAAenR+uPEbLLMLIzcH+4AVw6e73aDpGWThkiUdHUNKhOaXqIKQxPj49R1c6RGJuZtjgbl7O0gxFxaBpgWotUJEo63xpcEaihhZdj8QVhcbOjpu0jMUYT504Ko85KNhFWVgvCDzorzxETB+8iy9/2SHZL1/Zx+kXXwIA/OyDn+Dd9x3KIw/PcErinaUSMNqtOVWWHr2WnKHedBjjMNrA0jzWxgJ+L2wQdm1KGLgxJnGCiKL1QIQQ9HeVG5xO3HNfzCeoaA9LSGT008wo5QVwAYaUhJqlEChJwJKHzIXgAIwF0sztFSWzCAkp1EUJBodgbGwPIWWEZea+K1sUCAhxLZkBp21CFRoxISOWGb8WTWmRkSBpUZQIIzfWKI5Rlm7/q6rV9hoAMLr095QxBlarNhsNQXtMrx0hDGhtWIE6e8AFh6S1K7shTJsQqihEICRkff5ZhRoc0eD+uUVBBKMsvc6h633MWIRRjTZLnJyOAADzRerP8OAZoI3Z3fs429wFAFw5OoAa7AEA0kWGR5H7fT4MUN98a7gXzjalQkbiuP1u1+/jMghQZQuMM3fPo2s3ENCts1oD2v1dn98Dm7jzTYGB5W6962gHnIRzmRR+P7zoEzxN6fPpzo5tNmnBBM7P3CIYnZ/gxg23QVproesfYhasxk9xIcV0wflQEEAgcfm5FwAA09lDgLsNhzMBzhtn5+c5NZ8oXOpEY5/ZGOOwF5Rja7CLwYLRawsFa3nzFlx8f/1FzfsBgHGBInOb5ON77+HxkXPolrmCCt29q+QYUtbK6hZSu8UcsBAscpuLkBKlcn8vqiUEd5uBDFfbfNx7C2zvuoUQJAVK7TaXbjLAmXQTbH4+B+/EzfXTGNutFuaRW7RTPfUL1RoNwEL4IWuklAbb2RiCG1L/bkfY3HRjXC4ATQc9F80NjKIYMUHnYRgjTV3KLyd4+tPM2mZz5xdTVIyhfrQCDPzC86mnkWAMrN58wPz3FNaiMBog2F9MlwgeuoM7euElVAQ/a8udEwe3XjysbAHr54+B9Wm25lBSz7DBBpH1081yDiu9FwdJB3YkQ688D1aA07VIloPRrpII7p2dQqc4PD1Et+2cit295/DxY7r3xRiwZ/TbGlnunu1iuUREUtjdToR2b8vdh5bETx+4OX7S+xkuX3HB0PXrnZXHOJ6U2BpcBwBsbV7B2bn7/f4Oh8qd89/uTtGi1NXZQtSCznh4cIad2Km5X9rexnzp1szDBxql6UKGDjrnfAEI59ApG+DwsHZ22qi0c9ba7TZaHed0HR6f4OjxIwBAb9ui33fjkZyB4jqotLf6GA9u4XuHTmHcRH28+kt/BwDwzb//H+PG594AAHzw1lt4663bAIBbdx8hXbjrSsscMTkJURCC1Q6DoblxYZ+tt0JtjN/fuBCIKf0qSoPpzN1fozU0BRgwqKM4WNFsceoTgtB/02aTGZYFza/sGJLmerfT8+kjZhmEpMNbhpCRG0cQBNDkiAoRIF26Ocf4FK12C5zSsrqy0Mr9NyMAS+rmleJguXtPp5uQewBkWYaMnC5YBk1nTJ6XPj0UBHU65dPNMt4ExazZSwD+xKEraYwSAvXtc4GRu8YwCi44Te47Df62kwrOGzV1DXRpDibdDkoqF1BaIZBNkLe369b0YNCGqX/8GUCAOIqxe+BKTUZ5idGxCzZCVWFnz60zbjf9uDRjMARgFMslBI0xMAoVPXcuGMplijSgsyGboXzsvleqFKB0F7cGmpylIp1CR27+RwPmx2v7u4ij+rxqwAj2FB9gncZa29rWtra1rW1tn2l7KrKjOffRKROAIuRBcAMp6yLSwHv/HDkocIcBB6PIklsG5gMDAy3h011cVQgkQZc/LxdEdhHRqZGiOvUBUDEqveViodanWTp7AEHpmzDsoMxcZGtsgeWMIHjG0R++RJ+oPEwrg3aTPhFhjczCWgMGibJyyERWaiB2kKAqRwgpApV5CUMITZGfg1HEXIUJ0KGowDbjYsbgPHVwLKd00CpmtITWBGVnCso6rznLJ0haLr0xP1NQFRWyCY4yo4ih0Oi1HaS/SFIEBOXMpxMEMgKnO6DURWg3ACGqMDwFl+4+VLpCUTB6HSFd1sV5CZLYRd5VqVEUFN3xOjb7FGPMA4lcSBi6DiG4T0s9geywJvK1jPl5ZF0lPQAgZm7OVxS6xAao7j1w11iUsHRtljGf6jJc+wLLT4qitDFgdA+fJd0ahE1RnoYFjwlh4xaS1lKACpzTjYgMAsppRRKwxs2biAFRm5AsCUwmU7z33vsAgFZ7jvmSnqcZAeqM7h1Hp+uuuT8YYNB366XbAeYUMd8fP4LK3Gcn936G3Z0dAEC7W608xl7nCvZ3vgwAOD46Q52cHLA2tvsuUg0BXL3hrj970PapmCpfQERuzg72S7Tb7j7sp33cfWg8asMlQ0DpViZCnI3c3lOqIdLMjffy1U2MJscAgKOTQ5Rw33s8OvNIbF8CoHmKg2dABaINbPXdc8kqhXd+8mN3nXOL61c/DwDY2riEfu+HAIAk4dAfUMrmWBOi6uavb9SgDcnvkK4yn1436VvLgDSlNWeYT60ArgjYfUezBj6pwP9pVqQV5gs3J8IwQieu05+Vv06lLZY5Reu9CEzWl20QEfKkFXwKbTGaA4WCyim9nZWwdKDIQEBRA4cGUDrAB6mxSAit4ZYDhu6BhX9dlRoFFT23Wu2VxgcAissmxW4BWe89jPs5W1nTQD668u93KDTt8/bCWSZcgW9dCmBtk8Y31sAwQq+MgaJzVVvA1MhOWULR4Blj/vG3Wxyc0vpmRXQOAOxsgSWtOfH8K9j70M3TrwxzfG3/svs+zmHpeqW2yMZUOH1+gn7XnRlpGPh0HLiB6El0FpSWuv0IpnL7kkhiMPIpwqSNjJC78fExDo5cSi4ePkQwdPvK4MbrYFfddYRcXDh7PnlMT3V27IVPGmvQ77kD6d6H5xiNXBdRZ2cDig5SBoX61GFoctr2gu/BFYMNBfLCLbrx+BTDK66Lw3L7xKL6eQ7OE/m5i//93zKP9f3/+79Du+PygMPNbdy7+1MAgK4qnJ07iC2JAjz3/Nfc71iBOHZJeiYFNnfcte9c+3qdmwFnAoCBJng1LxUkrzdE6VNEYEBInTA6m6DVcikBJhgi5hZ6aSxQuQcvjPJOgUS+8hitSnBy5OpuWh0DSz6EZQWYdd/XTtoQcBt/t51gMHB/39vew2TqJqe8EqDbdYfLdLbAYp5hmbnOkigM0W25zwQyRExzJeiGUPYeAJeXjmIH+Ze5QEA1FnHQQg0yChng8qVr7rVYDXg01npHprRAXc4iwfy8sYyhznnUHQSASzXVzlGlL1T1g4EzePg4DgQygmONVrBU32GgYXwaS/vvUpY94bzXf9cw4LLuaGutND4AEML6Q0tw7mvgwlCCe+xW+TRjIGK0Evf9wy2Jdo8OzMrCgJyjoI3xWYnTE7fhnE/fR0iHUxgBQUKpzAgYDt2c393bxtam28iGG7G/v1WWY0FdRmfjKca08b7ypUsrj7EVXgbtgzg7P8Llyy4oGHQLdMnhqLIc29tu8z6dbmBBXYv7W3t47dW63mqKmx9Sajy6gauXt/HBzVvuv1VL9DfdPA+DFi7tuiBmriOEgYPtz0dnWCypdgkWnGo8FnmOU0qtDbYTRHSYHs6ylcd4+8FdXPnVr7uxLFK88ed/BQDo3jnGL/367wEAnrs2xGDTrZPt7TZ2Hrs1Nx8rLEp3j0ujm3o0SnN454XD16tYwP+9qiq0W+672nHyxN+zrKldqZeHOzSfzdnJswJ56vYuaziCev3pGTgFc5xzMNqEjDX+fJhOUsRUn2g0h6Y0rzEGk0UOSc674Bx1l7A0AlK6sVZcQ9YdaRaI6HhLjfEpY2usr5UrtEJBe7SuVn+GaVZ5pxMMEHTOCWZR5/W1NRe6hjUqqvHTSoHT72vGIKnTVTABGAvru+2sr7UxxkCRc1dp7WqyAJRKNwG+frJsxNI5HPHIP2etV0+bx5sDCEo3Rd0Qr3XdM/16N4M+dIHAcjYFq1NJkmNGgXg2X/i04Y1eB6Gog88SuppBlw5QsLaCNe59+WQGTudnFcfQ/x97b/ZrSXal9/12zHHmc+chx8qaBw5FdleTLJGtplrtltputwQJhmHLsPRg2ID9YMCA4Ff/DX4wYPhRsAwLbVuSJbCp7hYpdXOsIquKNeaceTPvfMaIE/P2w14RJ9lmZZ16Je5+4a3kPffE3rGHtb/1fd+S/WN8NuUXHxk6SGmfcu26+WzR3qK7YwAE5Tu/kjP7V9tFGuuiXbSLdtEu2kW7aL/W7elyEE2DC5VlSattou5+t00mN3qll2iM7bio2pdH00DqSlUoCd8tPJS2seRW1O528EJhrT9xW9F/hWn0q7x1DORqfq7QTyUnfVr7f/7kj2l5tQ+MzdnI9MtzXOLIRMLDjsvxgSFfJqmm2zc3zm5nwIuvmS/d3H8dLXhmnmVYbkAW14z4GaUyCM6iqCgyIfClCzrrokgqM/Y8E81G2kMLvU7lC3KBfGfJArslHhhpffP87GaR0u2bPuZ5SZ6Z99XutUHSAJmjsOscZJk1vkCjcxdLvA36vX5DHDs/Owfbo9M1N34rglQg8uPijL42BNWt7iZa1F9e6KIKAxfbrkcu6ZRut8siMeM+n0+whBRcrYi6FlWJKzek/KkpzCdRQ/O/1RPkZttx0GU9Z0FhNYR7CwO1AlSWan6vqqpfQhjr21hRlL+EQNbzVmM8S+qfV22uZ6OaPi4HxrUtbMf8tx/6DPpmjXq25uo1A/Nu7XqE4q2UZx5P3nEmo5yTMwOnpHlGJgqyJEmNQgIIPYtLQjje3dtiMBB0ILQblLKsQrb2zBzfzwuKWn1irYYIAFRpmwdnJqXm+qesdUWpqD8ijkwK0bJj+h3z74PQ4vy+eV7lZPTbZm4tUoe4MCKAbu86PW+Dltzgbe8R20NDds7ikDs/M/P8ZLRgs2PQlMOT08bnxg9sAk9IwUVJnJjvi6IWV66YtNOdo/OV+/iTj27T2TAI7gvPPsf6lkG+di/to5C0zWxOyze/s7XxDFevmb1glt2hPDPjHS3iJi2hbJtKqSfIti5urUQqCrQQe7utTkPej6O4SZOEYUinI+jRbPZLKE69rp6kDDytxYtFs7Y814FS0LYywRV0Oy1sCpk3nVbIVJRDOmyxJvM3nkaNr06pLIo0XyLSDnhewxlYppRtcOTMscqcyWha/wq2wFVZVZKJ8CGtchAScY28rNTHKGnQXGXRoEmObeHI2rIsu0GStbZQtdDBcpv9RlcVZV7vLwq0avZ9nlCSglp62eklgucoqxYSo9C/pJyueSNZmjWIyaeKe35FG4UBwzoT6vs4tSLwB+8wXjPo5qLSWDWhvB0Qy9lw8+yAvS89b/5dlZSZOauq2ZhiPAbxY1NFTHxuUKIqz+kNhd6hXDLZX+PC5rASlZkX0p2YM6b98BOiayarEgZBI/p4GgL51GBHqSfSR5UiCEyHO50u0dTk5y5ZBbZATunsFLdjNkXsoAl8bKvi5MgEC62gQzjcZDo3A+CHbcKuWdh5SRMUPe0kqDuGWkK0Wq+EZP3/2ts3J40ZEpWm2xFTJ1IyyckneYeilE1xPmFv3QQfg37Bwfn/bj5rlVSeSGVPT3jxxa9y64O3AZgnNl5oxqht56yHZlJs5gu+/rJ5kd+fFKxJ2uHDiULNzYZcVopO38B1eXXSTOjRyWjlPq5tOATCAZrNNFpyuK1Ol5pcE0cRrpJAz4PTU7MBFdWCtZ45NGfpnNt3jZJkPI+4duP5Ru5Y5EsOTklOFNdqmAlu22ykvc4AoX1RZRrXNYGbHwSMp6Y/s/mMqE4hFKu9UWVZ5LqGfLWRJQJGo/KkQqXRKj5heKmb+ZTbCsSUzKmMLiKXv5WUNouZeUb94D7+rjmkKg1lUZuaRUQyBrZtLTk2lW6gZ41uNh8+RyAQhD617tlVmto1TlcFjsDEg16LzU0zphsbPpevmp97fZdKzCCr3GvWcZYlrK8FvPSqyYNnhWYRiwoiWQblZVbQlcCj1QnoiRpEkZELL02rqgniHE9hS9+zbHVuGfoM1zWS052tlHbr2PyNdESJScPajsIV9Y5nz9iWlFSnbZEszLi2+j2uvmjWcZK1ef+nn3B4eBeAF35ji2FfTBXdDZKJmWvjgyMGz5vNNptr8jqdqapGcRhYiqL0ZXyGxIVZ7+PFrZW7eDqN+dl7Zg0Nh3v4Yl64f2WX7Q0x75ydE08lTa1b9IdmT718rSC3hfdyWJBI4KWwqcqyGX/P85qAQykLT/g4VVE0qjrrCYVPkee4cuFrt1tPBDh2kzpdVY1lOw6+vfx8WdNWlMaruWppRSYpz3Ny7LxO90c8roNSS2EJvy/w28wXEXadDvFttCiqMqciFUl712vRl7mt0wIkXatci0SC11JrtHCBSl00qZ06nbRKq6yCrP4badmk3opCYeX1Ol+mmHS1tGEpiqJRomVFz99YHwAAIABJREFUzr179wDodDr0Ot3m4u3YDpHI5V3PxZcAXxWaWgJV5kVjsudaDpW9VOdp4WWicjGjNO951ba+SEk9mWuPD0gcs+a3Mgfn2OxxnmWh5FmcmaYnZ3cZeXQ3zJ4SRefEB+8AEIQBvtdCZZLuOj8mHo9lkKBTUx9aXRxlLi7t/owgNLHGtCjo7xq1pormfPTWDwEY/u7vY0sqU5efruC9SGNdtIt20S7aRbtoF+3Xuj0V2bEsp7HC5gmy5ubOPndumttJMTulEJO88fE9Blck0uy6LGIDI/Y6PlMxqvrk8dv85pu/TbYw0d3a+j6+b25IWaV4Un/zJLijlmHy0gdCqUb9ovTSv+TzIDynJ8vPVZUiEq+Yll+hxCvmXjrhZG6iy47rcnJmyNkPjkd0hcQZ8j9TlYa42WpdZkOdYJsusjvoMPDlxlwlgEGGHpcF0amB52cnhwQ9cys5P1wQSBmJtL1GKsZNuW3ji5dC6S89cT6rtbsVRVWb+S3LCMR5gSrNO+pvK7odE5kHYYDbNVF239lg6Jub5e2b9xiPzTj47TZJsiCrSYRl2VjUW8rGD+qUj0sS18oym1yIkGkcgdzOijJlIn93NpsZ+Bsos9VUdb7jspDncCxbCOJQatWoxSx0Y/5VlCVV8++KWJ5jvt3BXjf9TiZjFosFc0EmMqeiKgwKkH3/X9F99iUA1m68zFyIeZVWhILOlWVO0dwml6ouVIUtCI1ekYANEAReYx5o+R7I37YwyA3A1maLvvy8vhkStOpSLwGqNOlGVylc5PboeRTlDC1mXq7t0BoaNEhrm1KQNQu3qTigKbBs6VdVkjc3SKO2M3+nRZZIuZBk9dtkq3PKwDc3s7XeHNeuFSg5liAa2GB78j3eOdeuG9Rxc3enST2dHrdxfXMTPTx8yIc334bSvKPS2qTTMuvUSV08IXLGk5iN1PwtnVoUsscoSxOK51WbFp5j0B+KAY9HojJMVye3doKQy7uXARidjnnxxRcB6A3a3LtlSNTJLKIQVHk0mjCfTqXrmnbLrKsg8HFsUbGWmjie0+ma53SdpUJWV5pC3kuR580e7rlL7xelVINeKVSz/sJWuyGpZiuiAsqyWEgJGVVZrK2b8SrQy/luFXS75iauQg/HM89UlTmWSHc6wx75qUF/qkWOKvImddRtBWwLumhbmu1N8x2vvXCdTu1Sl+Zo2b9ptfn3v7gDwJ//4N1lqYFKo8slErNq+/DDt3n40IhXTk/OeflFSdlYaom8j0YNktDyw8awUmvdlIuAiunU7Cnnx8Z40VnKlsnzep57dPoGASyKJaq0WCxwXSnzEbaeEHQoMsm2eK7XINqz2YyXxN/us5pa77MTGa+npApI9q8BcHJ0i/3T2mR2QVWjuf1uo/ravXGNhTbv9y9+8mPsc3PGvfrSs5BXpBPz+XQ6YzI27zgMXPK6tEhZNeV41oYdrm6Zd33v8YiR+Gft7YXcvmlS3j8PfC49b9bR1qVnPrVPT1djlWWTE0RZ1CWaOut7tA9MB7LxXVJ5KV5vA69n4KdCJxS1eqXyuLRv4Kf52V1O7r7L+cS8gKvXX27MsVRVNDJejfWEjkxhUW+qJZVMo0pZlE1edFkCxnoySvqMFs3AqaXDWnNeKwq7NsNQ8rkFTKayYfiKUCRyvUAzbK0DsDX8KpvbZsBzu8vxNONDSfnMkmPORiYtdHhySCr52ywueO+WkbcH01M+PjdB4yeHcxaijOrvZLRy84KnC027LUx8Vs8xZ8W02fDQLrZdSx8ttLwjP1T4HRl7u8SRvidRzunMPPvjx49JBAb3whaLRdIcfLataDSGtk1eK6A9vzF/0kWKVubzSXZOLSAYT0uS1Ez6oiia7M58Fq3UP9tE4jIuGqfhylS/JEN/kkNTm56OQ8WZL0FQmFOkJsj0ujapZ5FOzP+X5BV2jXQn5xy99e+kTwm9514DoNXqNY6xUZSSS32aPC+buey67jI1vFLvTHMcC0/qyGRVSVtM70IX1rfE1XrNwQ1MH4MgwJGgajZxOD0wDz9sbVHJXNAqYXtvnf5GzQMZEdRwMBVVTR/AfsI4sSJamA261MUvdaKSwMGq8ia9pT7HYmyFC3zHvHPPyhpOSpJpwtrKQNsoOTh6wxlZbNaY42+SZxKo5Zu0A6OwPHrw79DMGiO5yXyMJYFfdBajhbeSJxXzU5nbVkAkzrqWctjvG26Am7SYnpuLirfuomTut9zdlfuolGIhh9Wlq1dYE1fug3sPqeTgDfwuQde8r7DVatZ66RSsV+bZbeXS6ZhD/vatO6SLiJ7UHErShLww79h+QqVqWVbD2VFKNfOjeMIF3HUdbKs27yua3w9XvFxpdMPrq5yKliiookxjBVJjzC7JRErtOS5zCYi7XR8taZniCYm4zlK6juLGvglSf+uLL/DSvkntr4Uem2vmMBz0FVZtYFeWKOELZZbFjXVzORk/fsRPPjQmkdrxmzpgnnCcVmmffPhD7t81+/a9uwe0PROMum7ZODHPozmOXLpaftCkA/O8wJe6Xo69NFdMkxR0tTQF1UuOjbIUHNYp8eUFsKoq0LWK1fklvkp9UdGV3QRNURTxH/+H/8lKfazm97k1MWNTeW122+a5/uJ3/3OunNwF4Lmffo+rPXO5u/Qbb2CLSlPrgsMTQ1t5fPsBrlzWX6kUs/EZyXnNmUsbM0vX85b84DxDyaV+MOjz0pU1GceCQwEd4ggCoS787Ec/5vbbpkLB/utv8Bu/80e/sk8XaayLdtEu2kW7aBftov1at6ciO4XKltXKlWoMkzzb4rlnrwPQysf4AmVPs5JAAtO0tFkk5j/Sak4hPgZe0GU0K1nbetb8d3eXTKLVSpcsyzXwhA+3pqrECrt0G48DC42q6hopBZEQRe3Pc2e2KzJ5ZsfRDcw7W1QUlaiIHAed174QJW0h0fVbHd74jT8A4Mu/9Ue4vrltPD454cdvfYd//mffB4w5Y1/s/RejI9IN4yMTLFIWchv74S9O+fCeiXjzQuMqc8PdOZnQuml8BnSnjd42N7skXR3ZUUpRZEJutTvNsC7iuLl9VI5Nnpi+T2Zz8sh8Tz5OyASWzvWy9lOapVRRhCs3Ptdx8QXuryxHPGsgj+e4pUECbFWhxD8IKyVLa/8H1ZAiy9JpPD8aIvpntLIom/RnVuQkAklXlt2YIJa6am6KqtLEYpI32/Q5lzREEceNWaap7K3prBn4eKMTUkptuCLJGpRTnz/AiQ1qWYZtEkEEkiRpbmaOa/8yTfqJujqrNq2ypu7PerdPIND/zlaP4brcSq0YeXw6Xb+5lTuscXZgxvrDg4fs7xulUhzHvPf2Aa9/3QgEtq95TW2tLFsqyJRT1ZZZlFXOIpF0Xr4kxRZl0aQup9GsqcpufY4+lvkIy6prrblEsn9kpSKsUa1Ukcjc8joFFeLTkbYIXZNuXd9x6bQ/BKBKjiDLqZSkTxcjNtomXZXogjwzqGWpFdHMvN/eWp+xVKbfHV5iDfP7h8djkpl5vu3LiuGaEIK3a8PRz25bm5u8+KpBGXIqfv7Oz80zD4bNWM7nUxaqTrlWrK2tS3/bHB2b53Utm+11894e3Tug1+qwJb93Nh01tQcDz6dIlyTyGrWxHbuZf0EYNnutQX9qZ9iqIcLXSsvPahvbA2q/vTLNqaTyeGBZjb+U3QsZrkl6rFCNMmvQ8pjI9hBPF1iy3rwq48Zun7//lVcB+NrL11hbM8imClRjrJWnC1LZO8ooJhHya5VO2BORxz/+B/8R/+ufmDH/F3/6Q6EVwGLF/gHoxRH7suY69i56YfbtIsub8Rr4Tm27RllFjemp71hQGBRba92keYuiwPN8HCmdVFQFroyXWjqz4TnLn8uyavaVqkwYSX/7/T6OvNuKqqELdFurp+qKJGEemz7OkoJhYJ7zUadi+rzxiXrh0j7XHBHetHuNIMlKc7Rv0Ji27zKKTX9dz0WnVTMfozilJRkEz7MbQ8WyKNCC/DmOQ1v8mSg0XUlTHo6TBpWdxTlTQdRu/+vv8N/9T7+6T0/n7FRhU9PnSVgts2z8zpY8QECaGMjq6Og+SWacFtc3NpgfmlTX2zd/wdVr5oDf238Bx9/GdsQxN4moVF08tEQLO15VJbYEWo4FcW3+VBUEMrk9q0LV9VbyCFvg+UF39Vo1lzcDJItBK4SO/IetVFMgUtlqqSpAY8uL6PV2eP2bfx+AK8++TiGb8/1Hd5hFYzbWzYJcXxvwbN9sIB///BE/HplJuXDaTO4YWPyj+1OidAlhpvJ9d85LbGV+p+UtOD00C8v3V1cPWFZQE/KZThXTSEwCA1CS813kFvGZBDWFQ1UIf+h4QS4HuOsUjZLnfDzFKTWhLLc0y3E8geFDnzSrUyXKBBpAmadUkt6gtMmz2uiuwLLqVGJFJp9lNcoO+gk+jqNVM2dzDWU9hzS4ol1NnIqZKF8yPyeXYG5WlGKMCS3fottts75lDpCd/U3yyLyHIk6IRab/6P4B51L3zHY75CJrrapquVnpJ9Qsiibl9nmkoH5Q4nnm4Fgb9Gib5cOl6wFBKKmCqMIWSa62UxxbbAWikg/fM4qh2zcf8/Ched52u8t4NOFkbA7Q/+Dv7dEeCP+ocHDqKVZqPNt8obJdbFc4WIWmkMCjrArmsqkFbohFHbyu3kfbjpoijVFqMU1qabTd1FSbR3mtZkb75vIEoMp1Atcc/l3PYyRQexXHtF2XqRwwDikzqfGn5y1KmTdpqZrDeG17E0cC9xvDG2RiR5FMR2Si9lhvhwxqvlJ79bX45pvf5OVXvwDAd//ku7Scus5Yi0jsHpJkwrvvfgSAH3S58YIJjn7+9gckwmtYLDJiUetUVc7+3g494dkdnR43Fz7Htgnl39MkaZgBFhpflJRKLbkmGt0EqDaqSUllKxbl9XyFL4pGrTSJ1PVTviYX7tHmoM3f+da3APjJT9/jtnA42mXO+bTmbTiN9UGnH7Lf8/FSMZSbnzKXIqH+WhdLeHLYPl5b0kKFJk7Nez55MMI5MD9fe2ODv/d7f8189zufcHJaG9ytPk8dq6SUSGbYbxE4tdnnUm5uOfZSYq6WNa+wbVQtW69y2n0ToBdZjs6TpppAocom6FTWsv6eZT1hqqsqEjkzDh4+5vat2wC8+Y2v4YiSqrJybKumJ6zcRUZRwCVt/t4k8ujE5iw7ife5Jsrqrw6yhqJglxWV3ACV55HJHtzqtAjCugiqIvBspg3fRC35lUXGYi6p4zBhIRePSqvGNLWsYCIuzf2NDcquGbv56WPGc7Mut9qfno68SGNdtIt20S7aRbtoF+3Xuj3dVDCZLX1vWHIRlV1QCWF4USkcqZ104/kArzDErYO7f8bJofHJOLj1Ab/9dUPy27k05PHhGF1IbRTbIghNzDWNYpLERPbdlkdb/CFavs0IcyuYJRFtTyp/2wq39iyIo4ZoHLqrw3X/6G+/gVsapn5gO435VBjYTW0vMD4RALNRSibP+PzXvsnmnmHiV2WBrWul0V1KXYKQ7S7tb9OzzXjdO8wYLUzfO9shvpAtXdtqyhzYWOTUN2ZdZ1+YJhVTqQ/jOaurXLLEbpAdXfmEnqhRHA25iYSTuGxud67rMRubPk5GCZUlUGWoScQfI00yLK9FWQjMnS+ws/r2Z+MFS6PJVNAOXS7TIbpQpGl9a0yp5AGVWpKKs3Q1j5bAcYieqCBeG6Apy2rg3NCyGgg/2g7QUp8om47wAvMO1v02cWSeaW04IAh8ej2Tzuu020xT8966ax2ScxmHLCc5N/M87G7itQx86zp2cyvWRYGW5yuU3Pr4ZbLhZ7UXXrrWoF+uZ7O5bW7rrXbQ/Hur3Vl6CWmbTODB87MZJ8ei7ksTHj0yN7Nut09RwNnPzLj01k749t82/kF+awGW1MJTXWy1JKgGQrAvOKTdMvPHq1ziOmXh+8188/zV60Z5LqTiUzKJSyTLietXxDLv40WJ36nzAw7E5v2kkUOizR4R7l7i4Ka5ibbUmI2BgyVz7dJ2n8P7RknDybDR4NjB0ohvd3OPzd4OAMlBxEQqPkfTU7oy7t1WzvToWD68+p1xHmd88qEZf9/qc/mqSa9opwBBQebziPuHBon4+je/SCR59uOjU7745S8CcOvWrcbc0fMsgsDjsbzXtuVS28boUrO+YUjQ0yiiK8T2wLYaU8EkSSieQG5qZFRrjQCjhCu+x+Ggy0JqY4VWh7moW7Wq2BUflcu9kMuSkk32LnHZEt8nFjyUUgRlnuPL/j/sh3Rck04FyJyCTPyR1j0bt/GwKXFlzw2UbkoRZMppyg88/OB9bmqzFhbRvNnvvWB1dC4pLGo7l3bo0+qa77Qr3ShIM0s3QgtfeRSC4FlBh0p8Zso4YrhrxA0emqPb72JJlsN13KURaVk2JoFVpZtSGWVZMVuYfuVVzt6+IcpbWM1nC72kA5TF6ufi9uKMW4/NGPc554EyzzmJT/kfXjVImpt6JPXfrjSumK4m85hHB4YEvrnWw6nfbzQlm82x6ly5NogqgJ6X9DviBaZL7KomK1cU0scXntlhe9sg7VGacSbn86DfZShKxEfHR5/ap6cGO351h1Q2MKUUHSka2Xc0gRzSWV5gCR+lG3ZxtJkFjz6ZsyYLZLu7weRY+A7xu2TJgr0t82ICx8aqlR5VgiNpBC8pScdmsAtdgOQyA8ul0xGTPe0yHpsDKK9KHDlExuLuvEr7rS9fJpK0EhXMYjMhhgOLR/eEO0Kbjhjj0bEJhmaDfe6Vb+JIUJLOR6RilEiZY2nFo1M55D962Czu/tYNXnHNOG5f3SWUnOVld8yd+waiOz0vOB3LdysaCDSwrcYheJGvflBOR0VjZOfYHp5r+qJ1ipJnibI5CJ+mLEvmYhpZFZpC8tqjeUwpXmfKCsjSior6MxmOpCBTSy0llMXSWAwgqRdnnrFIhCtTFksnbF015lfpqnLXwRBX8tWJ1rg110drSoGYY0+RtiTFs9OhSuVgDFtsiQGWVorDB+aQ6Q+7bGz2G5XGYpHiSS0rqyxJJWXT7XYIpXbZ/be+T3jZcNH6l64TSB0ipWjq/CSzmETy9NF4ulL/AMI29Pt1erai1ZYaVt5yk263O9SFjZIsRUth1431Nb74RdOP93/xSbMRWpZDli6IxcSx27rCoG3WZVGNSBMpwNfyKOUgdlynuZD4ToiFuJ9rjS7qNGiKLWms4HMcImWpmGfm+cfzpRhYWQpbQOg0K5v36+ou2bH5fnUeYbXMdnakHzYS5u1hlzvnE25cN/26dnmDe28ZeH4xy9Di6tsdBKyLTHqrvc3Ne0YGfvb4EQ61M61i/7LsaVcq7n5ixvF08ukb7F9tH33wAetDM67bm5uN4Vuel7TXTYDlzSs6A3Mh2dnf58OPjAS4wKIjBSvLPGMiCk/fdUiTBZXMsd3tHd7/8AMAeoNBI1XO8ozJxPzOtCrxJQWhgFD2N2WppWFeUTxhJ/H0e3HdVJWzJel7nftN8c9u0OLN18zF8MbQw12YuV/FCd+4asb9h3fuMZ9LDShd0JPnW2+7WFa5vHyWRbNHzMcTrLhWQ3loXUd5GVkua7Tn4tnmkHz06Jz3hPeUVxmOU9swrNY/gDKFbtsEkK+9+godsQyxtaaUtZ2yTMd7jkcm8/fe0RGxpPMm5zPaC/M7bc9nvsixfOEcVRm6ViBToUpx1GeZxqqqCksCwM3tPi7Loquh0A2ieUyW1RyhTzfc+6vtj/Qt/peZCfIPzhYwEVPRbsxRzXm7vk05l/Pv5IxgYH7nQTTlwwOjklRORUfSvSfHE4osQQndY74o8YVP1B72OZUg+ezkEbtbZv5HWYqWubd3+RrthfmdWZJSnsue5LdRwtc9msw/tU8XaayLdtEu2kW7aBftov1at6eGs5d6UBbCoHdsfCE/uhRoueK76May2rIsotRE9c++8EWu7prbwr/87vf47vf+rfmdMuXlK+t4M0MuankWae11oRQLYeBP8oRuKBbmgctCKunGeLQ7ctsuQpJIFGKhh13r9D+HGCuZjrFzE/VPpxMKLf4l3etsCMTshLv01qUMRjAgCE1U7wy3GIsXTJZG3P/oXQB+/Jc/IFMuLz57zTxzXpB2DBr00re+0Fh/21XZQJp/7e9O8OUm8v6/fsjBnxoF1p+WmpHcOrKqIF1RofRkm0/LhrDm2UvU3XbBqiPrro0f1tWVo8YLwrZsDqX2TxTN6bRM37EsiqokT+tUR4WqUa5k0RiToZ7w38GoeQAWSdx4gZTlsr5UWVUkdQXmbLWbiPvf/mOy7/xLAKY/+i4dZ2mbX2ybPqV2yVz8itw0JhCkqz9cIxQVy2w0YrhmbhQVBX7gNBbmeZ4R1KUxJrMm/Ui+aNKqrTxi9Avj95CfHRBcfxmA3toujozBcGe7QUb0/PFK/QNYWw+B2mTMoiWk2DAMjY8PoCuHUNBX2/XRgv65az2uXTPjcOfOA4r698UEMZC6Wfv7bU4PzXycTxVZYfq4sVVRiRFmpZOmjpJdrSMZWWwf2r6YGFo5NVSXJKurXGYLRZyJarEoGzVLkgWo0vQrT+e49e25LChODAI5iFwsIduPood86XVj3KdmN6je+YRg06zrw4fnHD0262wz2KPXM3vXMLV48XlDBG65AZNzk+pQboEnNbeGgU97KEjQZo+1hZlnpycnK/cxmk3phgZyPz6K0YWZb51Om92r1wDY2tvltVfMe9gctrjj1GmalPncIJiupSkFUfQdxdn5GZcvGxEImkbRuLu/36SoppNp47nSCkIG4qnke17jXaZLjS1KOs8P0ULgXggi+1ktS0taQhh+eHKGZ5m+LuYLPrppSPLrz+4xbJmXe+vOHfYDkzod7GxhuQZZ9Wybzb5Ze8OgzWIxYiblMUaTCbmY0o6mc4KOeLL0e3iiy6zKkkhSn7N50hjuxXlJlJjPBh2bgXgVfQ5+MqOjCcHuhnyPw+GRlA9qt1gXMvggbFEKyup6XoNSnoynPI7M/Lv38DEfPDD71qXtPR7feZ+2pNe3tvu4Xq1I0jhaUmU4Taq6LEsSMQTVWhMn5vv2t6+wtyO14eZdHj42NI3oc5hfXj2c8T++ZtbQeD1EV+b7Z6OYIDBr7mf3DtmWDI3bz5jk5pwIPUVbTHTfuvWQ13bE/ylKaXV8ZgspvRRXBILItHopb98x4pvDccrGlhnTvqr46qvmOfIiJSvqVH5AW8bHCgJGYpAXuJ8e0nxGIVCNXTs/VrrZpOelJhH5mOv4OOI+Fk8iMjlQeq0hhycG3j0+fsTpsakBMugN6Hbb2JUMfJLSqk9fxyVwxR0yi2hbkne3LRKBws5OzziTBbt5+XmULXVJtG5cPlctWgews3MJXZiFPHR3aO9+2/y89wKFbABHx6ccHJm+PDg45Hxc14eKGUuRzuuhx0CbRfTO3XscTVJ8KXCKo5hK2uTDySGqNs5KE0ptxuv3911+47oJJL79PDy4azaZWwdnvCG5zO9MNWNZ8J+jrBK2bTWF83SZUwkkirIolbyvXoAjXKfYSgllQ54Vi0aB1e70KGpXUktj2Q7zSCDvPAPJsT+p7rAdp3EsjeKo2YTzPG9+J3vi57Iqmc/kYF2xHk/52m9SzMwCHL3zp0Qd8329gU9b3DeZTtHCKSoKcOTdBK2QthiLFV4MjpiM+RZJmhBKfrzX7VHVHABdNUpB39a0hJ+0NQgb/sBi8piHH5uxeun1bbS4AUdVzOGhCWTPHny0Uv8ANrZ6lKI29AOncWRN0xQly9gLwubiUaqMWNRjmi5hW+qQ+R7bW/UGrzg+OmMkLqbf+zcfsL5mNnFLdUhkzjpOwbMvmUP56vUNsrk5XKKRxeFjCTa2PK6/bD57PruP49QqvdUtEs6mikRSoXagsEVen1Y2g5aBzsNWSlqYvSSZTFmzTGrPWmRMxuadDK9f5fKe1Ns7bfPaFyzujUxg+eG7p+jMbL5vfOvbnJyY+Tj+4Y9I5BDa6A3Y3zeXm4dHc8aVWdeXn3uZXBteTOn5bN8wl6FfHE9W7uP62hpvvPEV88xUvPicSe389K2f8oMf/GXz76Nj87yhVdCXVOCXXrnBXJRzw0EfX1KY8SIm8H021sx7PTo8ZX/XjNe1q9dIagm375OKmktrGnNR1/cb/pjWy3qD03nUBMbFinwPXVo4EnTmusTRtf1IzidyHgxDRVdUM91hn7cOTD2057/8VTxxpLccxWbPrN0yzkhLzbm8n/WZuSgCnJ6dMdw0F0nP80H2uckk4vjM9PvoPKrpk3TCLnuXzfNdG3QIXTN/Qnt1U8Ef/ehn3DCvjUWluCfqxpdvXOaZXbOHe0EbNzTnl+t5zVmw0WtzLKnxVuhz+wOTUlXJgi+8+iWUpGyGa21EEMg8OmvS5lmaNOmxoihJy7ruVUG/1ZfPDimEoxa6LXpSe/JktPo8jeYJw5smvT04iECMG63ApTy5L79lYY1NgGLlJaF8p50UXBZl1U9mFectsw99ePuUbi/gmgRCHx3Pmn30vYcjbkmB6keZz5pc6v/Osz3aopBOkpj5zLz3x6cTWrIuLN/lXDhc6im1sZ4a7IxmuimUlqZpk3/NKRq3VNdNlznhLMWWm3vmVTx/xSy4frfHTq8uUjZnfPqYq+J70HVU4x+ibJuaZzrHJ5FAYppGLFKzuftBQC5k38oaY4vjaqEKKuGc6NXpLOy99kdEkVkUH33ykNmZmRAP5x/zz75v0Kj7dz7immUm24/OMxYS6GVFhiUB1rvJghevmT69/Ow1Pvj+T7n72Dz/3lpIWDt75hXRQjhKoQt9M/F/Mk2YHJoJ5Vod/kQmwftpiic3uLgocYXFXH6Oq8hg3ccXZ90y11S5jLduY9UVaIH5VKSspctkajamOErY3DSLxXZaDbKkdczZ6SlWXYKhqiiK+pnyxmm51+ujmgITHK0JAAAgAElEQVR1VRPslGVJLjfOLMueqBZeEMdLH4pVmuu3UVcMV4bNPmM52IpYU56L9ByrcSstwxYz4RR1dYkrBN92r41n1RwTzaDn4Ad1tficVG6Ts2je2BJ4rosr3g+djt/MX0+XpHLLmKfQE26WVVRMRfp8fLY6t6wqbDyxUM+SDO3Xh4JN4MmhoCDJzTPatsb1pPJ1ldMTYHJvp0PomUNxND3n6PQRaSzv8I5mcmrmv2MviBMT7CySiIP7Bun4m3/z6wzFJf3w3imjiRQBTqdsXzIHR1kWTZHXNeG3rdLSostUSs/0fNWQy0uKRlLveyHT02XfN/bkwB/N0cLKXdsZEEXmsw/v3GOsznh4YAKkyVnJS3uG5Dubax4+NIHn+OyccdcQjneGAwYD08dp1eHhQ0O23LVKKtnQozTl6rPm9jz88HjlPk7jhIUQjge9DsfiJru9u8cP3/opAHkaM5LAoEwiLu8b5KNvp/S2zFo8ixPe+tDY5Y8nUy5t7jCQC0q4u8aNq+bZChSxOKDb5ZRre+bd+2GXTz4xN/62HzIcCiF7UTATDlevFdARnlq5YtBa5DmxoHm7l7dxxXZ8mkYUwu87VTn3xmY+vfDSs9x8bNZoe9BiY71GlXwC2TdmozGhX5EKY/3seEIo73qRWbhySE7jgprmN09hnpnfeTQtyeRy/cUXd7iyJaT2MsORC7WVr35Bttw2B1KIub0zJxc06ebtm3jaoMTdzhq+L4FU6NFqSRkl1+KK8FF0sU+7LsDa6vH1N36Tdmg+YztLQDyKZ0xmBg05H50zGpnvns/nIBeaKp+zuWHmSafTYjE1/V0kBY5lgnvL2li5j91OF0uCMqvQcGKCZM8usUUublksZfSO3XBrKmAgiPhg0WYm8G/utfhXBymXMykNlGYcybx6pdeiJRytPEkICrOPdXKLLDXv6+jsmMdyPs+zCsQDzakUCzkzyvzTg/ILzs5Fu2gX7aJdtIt20X6t21ORnXHyqKn1Ueklr6IibaRwuTbFAQEsv6LmFSTKweua28Xm5pDf+fqXAGi5LvlshCvQsKW8pg6GroqmVlPYCqmLEc2iBalI+koqtMjAHS9q5IiWrhpJHp/DtTXOKkYC773787e4ddtAqsP1AT++LTlIFLmYAn7l+dewRWI3i2eUc8NYz6NjzgSpODwZMVUKLYZPpRc26ZEkz7EEZen6Hgu5/b/1/og/v2/gQdt1G51/t6twJWVxvesyFbXYwdnq6QFdVU1tLM/z0ZIDS+KkuT0sFgW5oGeB32Njw9xQFu0FlhIkSLm4TY2iiMTP8UX9EGuLtKjlkVXjzur5PqEYSLbbbWbi7DqbzUiE71M9IcHO87zhFdgrpiOtRUTYF+7D7j7x0V0AsoXd1CFrD3q0AkEkcrgn/CQWOUPJe7d6XWKZZ2dn55SZxc6+oCZ5wfGR4WYspjNqidk8mpOmcqNRDh1RohRZwUL6PXNDIunroOWzJWPrOqvPU9ft4so6UbogbEuxVKVZCNqQFzFIWjSwQzxR2uEmrO2Zfv3OX/8qp4/MXPzj//efsVjMAUGMcot4UaciEzIx4it1xsmh+fd/991PeOk54xj9+P5dosLcONcqGD40N7j1vQ6+oE2DwdbKfex0d5mLO3OVl+S1C2yZMBobZMb3HBKxBxh2IRS+0fRI43XN2Nstp1F2nMyPGHFINDX9f/2Vb7PbNxyA+w8OOT42qMz+zmZjAlrlMYEY43ntgLOpQeKOHt+n45rnS+ZzXDFAvHx59dpYd+/e5711o5T6/d//PR7Kmn/08D5KUPRoOqE/MOkQ5Xr87Bcm3Tkdz/iNL74OQKvXIxPuiZVHdKspAyVqTmKOBRny2l3OxwaZ2tnuYmPm+sGdU67tmue+fOlKkwo9yk7orpmbdKsTNoWHj8W64LOa4+jG1XpzbwdXxtGJQCMFVR1FIohykY1585tvArDVC/nW11+W74uZf2z6UKUprm0xEeRZxVmTxs28gEeH5tmO5wsCcdpO0pIDQQEeTBO0cBP7R6dcv2TG9srGWsMRS+PV99OvfO1N3v3YzMe/+Onb7K6bv9fZClgszHc+evAQLa7/68MBm1KsdNgPCeT8uHHlEs/sGkTNdUOyeEwWC1cM8GouYKfLhqA2W9tXm/0ySRKmoj6aTUf0xJJBl1FjE+NYHrY276AVbK/cx9HojGGvrsNmN3SWQllUQlewrKXLulWVFMLBzKoCq1bhoXggaP7Xujt8Mr3HF7bMvvS9+wUTUXM9XOT8o1fMXvENtjg+FrWsnTV1DE8eHWPLfr7d7zDoCeWg5ZFJJkE9JRnw1GAnsT5Ge08UTxTo3tKKQlJXGt04ZkJJKYFPUflo10z6V15+jnJsNpWNjs3BvcWSuOi3UQK/JvM5I5nQcVJQiSxUKw9HvFBUOqUjHBZlR1SyuVuljScH7+ex4X9w513ee99M3MoqGQxE3us4vPCsqRA7KeC9mTnorMO7DackGY1w4rrEQ47YyeC0Q4pCk9eb1zylb/ZR2rqklACnZWWcpzWk7bOzJ5CqrajRuLQsSaNlheuGn/w5SDvnpwWXpJhaVbhkksNP8nNSSR/5Xh85M1lEyxnjeTZJnXYrE9odM9m2Nlps9/YQBSm3H0XE5+Y/lKKxLJjP5iiJqNqdDr2eGd/T09NlWQitG55VVVXNwgpW9PY4e+s7tF75mhmW7jr1dNRFSVAXbe23Go6CPU85lGDnVnfIZZGu9lRCKUsiDALG52MWqQl+O2GAvE4WcU6/I4Vaux0y2TAPZjmeOAor12cmRWKd1oBSDqbctkglbfbB7Vsr9Q+Mb0+9sdi21aSXo2TWvB9lVVgC1pZVySQ3G6frW4SezC1X87WvfwOA+48PeHz4L9BVHVSW1LbVVaUbT6Sq8Ki54nfuPyKX4LDdKziTzTmf2hQfmXXxvNrDFi7NvfgxvLZaHwO3S68tAZpKcMXbJykTKqlanicunm32i34/h7a4e19v43lmc67cgklhDh3dSpifz/Exa9nVm5wIqflsNKUnJNhWSPMdo7MEu1NbMqTNxWNydoSyzfdlsw0SIVpeudJZrYOA7zicnpgxOz+b8NIrJqU2mcVMo3cAOD0fo5WZk612B0uqm8+LMffFlf71y7/J7oakI7MZO2FJR5tA7J2Hx9yTiuFbe1fpD0xwF0URWg6k/d1rhJKmuPXxx0wlNbK9uUlHgsaTh4cEUs7m8Ox8pf7t7W0SDMWHpeuRSDpiI/TYHJj10PMdXEmV+WVOaJv10Pfg1RcM9eFPH7zLVCTaltL0Ko/xzEzCItB4wiMclSlqaPpxPo+ZCafJcl1KmdYPZnOeuWbG4GQ8YUNsKnZf3uNkbsZp5q2+n9puwO625IUpaQvlILAsQt+MV7DrsxCZ9KLIuHdinuv4XOPI71tBC0/2Os91sG0bVwKcO3fu0pVKAJevXGMsbuLYTiMrD4IAV9Lu/W6XvlSCj6IJZSFE+rUOvhC1j8erkcwBhn/4Lfo7po/p+QQ9Mu8xHU/IH5mzUKNAzo/4bExel4t4wtNss91nMhcCt2fzB5f6jMTBX9khL0jq+97pjH/yruE+/VffegFXCNnTqODkTMpxYLMpB2noadal5I/X6bAuthxZ9OnFoy/SWBftol20i3bRLtpF+7VuT0V2qmLa1OcwKaK6BoiiVBIlaoWlzE1LKbBrwpKlGY3NLcR3NaenJjqbHaccTxMWoupRSYIr5eDTJCOSaDhNC3KRZW9u7dDriqmRs2BNbg6Or8jrGjyJbgiNn6f4YL74kPHMPNsn9yM+FnZ8OOxxKH8n83tNfY7J4xOOPzCwsFrM8OXfoyQjXpife8MuwdWNxgywSGLcoE7reBSuqLHiOVkmDspoBBRgkeWcCes8LXXjRjtKFAtBEbJsdRa2Y/sUQsBbRAW6Us2/p6mYB+YT5lKFL5pVWJZI1QOT4gLQhc32hiG57Qw7VLnHQhC3TPWZLcxnomhOIjLHrMjIpKCq7ThNKsayaIzBLBTaFvWWpVjfMrDwUNQln9X8+CF5LMUp41ljTYByse262GiF3zLfvdnyeV4M937RCjkWYnWQzBvX3lanz+j4jE/eN+iLQrEmN16KlPPa4OzaGyTiEFqdTTiT9EFquRTr10z/tKLdM2k2NX3ID3/wA4DGtmCVlqaLpr5Wp90hT+saYyWBV6M5Gleepcwd7NpwbGtILDdYt+ewJpD63/id32U6GXHrzl3znK7m7EyclhdJQ8IuS8VCjDozV3MmqdT2pR6b4s7b3wjY3DV9HPQHVIVIfVd0wQbQhUUg6V5lZ/iC7GVZRiEpgXa4SW8oacfglNIxc9PfKinkKp9lHqkUn7WGHRi9yOiR2W9u3/kTnrlaK84ClGf6MivHBJI2d8sWSojpo/EZvrx2282XrryLiDwWJ3RRuq3S1np91oaCyIynDOdmH/3SV7/OkZgE3nl8yujU3J698Yz1oRlX26rYv2Se/dr1S/zlj34sf9VCa81EUsTjacIbv2VqT/XXd7kvaqGzkwNSqV/0/s3bzKcG4Vjvd9gSsmfYUigh87rkPH5s9vA7h6vJ61945RqS9aZQOY6kM20Fl7dMyqbru7Qk5d9eVA2NwfV8xkemD/dvPaSS/cFRitkipRKnfdttkUhqZufVS1z/ipFGxbNZ4xpu2Ta1LeXj/+PPscXgc2O/z9GRmeMb45Juz+wV+nOklJM0JxQbiqt7+3hCvPYDl1hMMVtBi31RBHaHGxBInbpkzmJi3vN8viARJGI+icnSlKRcSv1rk9z3P3iPgxPzrtKibOga/V4fAYlxHIdr164BcOPGDbZ3DZIVhC2Clpk/cbqa4APgub/9O9gihtGoRlGrq5JM5mxJgYByFEnWVADQ9rLOnKU1r75nCq8ePXyb4fsRD2Xfc7oeqdRgHKzBdtv8/C9/csCbr5i5sttvcSbCED8IWOua3xkO+jh9k4a117a5ck3EUzKnf1V7arATWsWyk7ZuXG5tNGEgm70C167xbo2Wg81yHE5OTQpAz2xuPTCHQDRJOZtmJJJyiqKYQvxl1gYBbelwWeWsSy70NBqTS3osCF2Qg9uqPLR0obBSCpZuz6s2x75Lnpvd7L0P7nLnwKTbLpUZOqjTZQ6JHIjHH91HTUxwdHnHayzNT6cu5xIgxNMYfT5vLNs3nZg1SaFEGhKpoO7pDCVeJlnhEIh7bU+lzGIzXufTBC0AXAsbObs/FyS3vuXQaouypagoMjPGnjcgFOi/yBLKwLwH33ax3ZoXVRAEZnI7lsugdgutNLbtkAj82+n6DCRFlecFUWL+VpRMycSTyba9pvhgVWVoeV+Ws7S373RCXnrFcEJardUKuu7oU37+vT8G4PzDd9gX+3av3cOVlGGapnQFkm93+7wggcO0mnIo3kHP5RCUkn6LFiTzCJu6GKxNWTt9Ww7nwxfNmOx/HSWqp/Aq+JKam80nJE086hGITf8ffPP3uC6V6//iL3+4Uv/A8OLqzKUmx5YTJXCsxnulLCGUQM9veVRyIGRp2ZTmWF/zaImXx+bWGv/wv/hPeSQ+MW+/8zO+853vmM9kmkr4c8+/8AyOBOg/feeH+APzHcFAsbljxu6ZG7uNR5Hvah7ev2t+9lYPBCwqVF0p3spJYhOI5xk4LQOpdzt79LomALVV3ihD/NaCSkoC5AuPXArOOoMhzzzzFY4//AUAE3WbWFx6N7bDRiUzOls0PlGeE6KEf+a7Nq7sdaWOG1fbeB5TpGaO5/bqfA/l++xfMqmaMl/wve/+CwC2trZZl6KQz1x/junArLP4/IQupl+DtQ5vfOXLALR7A+YSwHqWRVlaHE3NczwYzRn/zCi7XnjuOY6Ozfu9de9+U8JkLXS5sW84Epe3hlRiv2EVCyLZ6+4cnXAsfMZSr7bjuN2la3a318eW92kDbV+C0XjelCHKU8X44C4A0c4WP/z34lx9FNETvXjouZzNI5DyGM9cucK9W+bC+dLVAcPLZp/o5kGT6s3zjFik6lee3+bollkjr3zhJd7/kaEtxH/2Li/89nXzfK3VHZT/anmNVHbj8aJanlOpBZLuXV9TrIvdQ1K2SYcS+EwiFpLOs6qCRZpwKOP96P2D5nI2mc4ai4feYI35zKSBsiRtzuez01Pee+89APb393nxBRMAXr16jYE4cx8eHa7cx2yRNEo633UbpbNtWbhdV35uUQodpQo9LNkj0NXSqsBRrH3BWC3c+vhHTOKCSlLVX2n3KCVVffP0qJHau22PqexXu6HPBx+b4PD1F1qsP2O8sHSek8ZS1b7IUXIxC+s0+K9oF2msi3bRLtpFu2gX7aL9WrenhrNdfyls0hqqOs9SVThib6oshSWEq0pVDVu6skpKy0SDs1Jz58woGvJM0xoMSEcSEQaKQhyCJ7ogkdtSu+PjrZtQbz6bcF7XP5mXID47bhIQC/xYOTaWVau6VofrPAt21g1LPXQ+JhXjxDJPCMRsbl4WzM8MlKajiCt7QhCzNOmsZvPTpBMoK2bnCf1106+1PKMlaM6srKgEIdj2S8ZC3nrjzd/lP/tbfwuA8/vv8X//X/8cgO///D5zqZ9SFlUDWyrxdlil2e6iqU81WBswn0n9pDyjI5GwH7bpdc2N0/dbaElTno8eMxCH4VbQwle163GM73vk4oXkBjAUj4zRVOP7gtwlGRNJj1Wlxc6OGev1jR69DSEMu8vfb3UC1nfN+C6mqxHq1n0f/765yfZcTShu12trg+ZmGUdRLSDEUQ4dga9fmqa8EwoJ09KsHZkb1HSW0HJdXEn5ZEWOK0Oud7+Me/m3zc9O0Py77QU44pPR6w3wY/G6WORM5wJXFxn/zX//XwPwD+L/cqX+AQSBhyM3rfF0zObQwNS6qkgs8z02DrYy/bKdgkAQp2iWgBD+TkYPCZXxZxkdxmytd9jfM+N18067KazreR5tcaa9dKXHpry3o+gDBtuSevUrvNrl1Y5BzEXzDFKpx1MTqVdpmT5vbpCV1k2dL9ce4lnmPShrBjUiaCnqBeE5uvlsupiaemtAlhyzuTbl0jUpRni+wea6ec5nv3iGK/LC8u1NtKxlz3ZRkupd72xx81T8d3a7WCdS1+g4I0rNjdNtrU5Q3trb4/GxuWHH0xFnUmR0fHrMb33j9wD4w9/7Wzy4Z9zY0/EhLUHYyFJ2hOQba5uhIKlJOmaWZUwE4VOWjycSlqDKeEZM9wbe9abQ5FoHBp26CPCCqaQbx3HG6VSoBDj0hiYVU5ar7amZnTXrIc5mrIubsm/ZpIJ0LIqYSmp8nZ2Pmd8z43v34wNu3TQpN7vy0VqMM22Ylzlf+4o4kvcGnLxj5nClVJNxsCzViB5836cl6cWXX3uRO7/4vumHb7MhZOW3f3iLS68bxXCvu3rB2iRJlkU6tUbJmkkrmNWk5PmMW2LKGU8mvCFq0fbmsHGo9pXfGKemiwhlLR3Qu70etqSC1tbWyTLz82Cw3vjR6KrCEZ8e33OZyx5zdHTEsaA4QfhjAkGuW93VaAEArh80irfKUliSHrdQVJl4pZGh5VlcN8Bya9S+wBLkS+uCo4dGTTgqfB7NZ1yX9P4bw2coBJnNnn2Jf/K+cZ9/9lKH/TUzDv/njz5hTc77y8++Si61MMvxHTqS3nX9Np7Ub4wEKftV7anBTqELqqI5XRvIzLYscgkolNZNQGQphZLNtrJzSupCXTY3xIBrns0YDAd88K4Jfva3tgjXzMSPFxGthmnuE4hawF8PqOTAXByfNPBxFZXMZKIpzyN0a4n06mms6VFOV9yZ//DbX2NLFsj5+IDzoj6kM+zYTKS2V1LTEHRS4giHxksgllRMq6Wwi4xkZhbEx1HOg5bI0N0cJYnOytXs7ppD5A++9jxff9mMw7g74Ir/mwD8/tcucfu+mbjv3D3lwbmZaHG0ekBXlhazifnc5vomvhTELIoRqjZ0LP3GQKwqFQux5O/0unS7IoPFxtZSJqQKiOJJo75r9VzWCvO+bt8tmsNud69WLcDofM5cmPhXru3Q35agq5o+ocYqSLXwiFhtAwo9jxvXTaA2GHboiCRRlQtsUZ8UydL8UlclSrgh2y2LDYlRTze2SD7+0PxOtKDT6eDLc6W6xBJ1xGT/JVRbKsdbmlrMpCwHJRKmwG8R+C359ylT2YT/t3/6r/mz7/0bAP7m3/jr/MH+pZX6OIsmxFIyZX1tE1sqB7uui7tm/kaeV3gSNKaMCUQaXWRBUw06zzLu3TOBoZ53Cdx1RvKu3vnFO0xEseG3LNb3zRgdzu5ympq0wd7VPkrS1qoqiSZmXRw+yrH2xYLCctjcNCkSz1n9EJmlRzhW7QirG/m3U/gsxCG7Wj+jxMwhW9HwFzwPfNtshIvFceP0HU0PcfQPeOYlA+u/8uw38ANzoM71RyhJB7Y3WkSRCXoVqhal0fIGtAITLNy4vsXxyMyno0cJZ1NzSLfaq/OS4igikoLBWxvr9DdN6vp4MmUs6Ymd9jY3JU3TdXK2L5k1ND56xEIMUA9G503JBM/3OU9zHp+Zz+8OtnjhikldbPU6tGROXOu3KIVmMF1MOZLA7cHRhPNYJPzZMpXY8RWhXPhqBdBntbJMmYgc2rHAE5WMNxzQkv3FLjVdIUL1Lw/5078wPMnxSYwnHMyqTMhkb8k9zTd//xt86U2jXHtw54BU6AOO7+PIWkjLgtCrncIDLMu8l7VNG+WZtTAvUp75sgmabt6eY0l5oFp5uErLs8wE4xj1aF5bjJQlhVyW79y6jZ2a9+xRsnfFpMu+tH0ZTwKr3FlgyTjE0zHRfMooMXNqc+sSdRSnlMXlS0sZeB3sLJIEicnp9/tPmPtmTbkex3Ebrk66+r0DRwF12l5bKOFEWnpO5Zn5WOLidU3wHQStptixTmOy3Ox3STQjGhmO1DTRlH4PRwLFyLUbh+6gUry5a+gL37nzPv/+HbPes6TijTdflX4VjA/NXNneGuJ3xdXZsRh0zdnzhTe//al9ukhjXbSLdtEu2kW7aBft17o93WenqJ6AL1VjVES1JCtXVflEyXlNKddc29fkpejpFxZd8a1QuYftVWxvSg0RTxGKGVJr0Gq8VdI0ZyZGQZ4T0FszEfvQ3UDJv+eeS1egWDegKRf/eUplXn3mN1G35KZ3fso//Lu/A8B7H3/Av/qeqVWTn52gxP8ntFWD2HRsTb9WWdkWd2dC/tsM+Ruvb/NPf2Rg7klc4Uu6bdDqcnnfQMOvPr/Dm182/h9fugzTO+bGncUzem0zjrtDnySWApRqjc1NUUxJfZRVmqrWm6RXlXew5Sba74HSUmB1EpNKGYmq9JqCnZ1uB0+YYwqbsjB9X0QZhbZxheCJlVFfh3u9HqmUuNjZ7bMlnhTv/vwmM/HOmIxDettSYHGtvfSkiEtcgWarFTN1ruuwvmG+I8cUygSwKrCyJRo5F7VKq9PCk1uB7/5/7X1ZsyTHed3Jpfbq9e4zgxksA4AACMIBSGESthmWFJLCETId8ot/gCP8k/zqVz84HJbDb6IdUhCQKYm0SBoUFgIDYLY7d+/b3bXn4of8KnuoMEaN14n6HhgXl7enK6uyMr/8znfOYbhduWbwX+2+gejQVYjm5yeI8swLWk3HGYI9Z7RYsDHQe8ZxBuNnnHD+PACCQHgMOLUCDZ2c0/2X8OuHXwEArv7sJ/iTP/nXW40xjmJYTUJ3MiExQEBmI3BvStqBURdzW9ZAbz9oJQw1mGowfOcNd4IqTyX+7le/wDFpSF2vrnx5frozRjR2P7eq9XpWAkBOp/04lhAEIxktYej6lNYeDuutQraJqivRk2IE497nRpvFUyfVJRmN0tBMz8C0CIV7vjJIwDtXMWFg6PTnYKm7ZtulQP4b9+G2giG4a377As2Zm4+6ZuAEoeRZgFdf3qGxtLgq3X04vlQ4feJgoxsH20PKsBsbDw2OnQM332QyxhU19d+ejPDOP30fAPDRz36CY/Ifms/HYIn77FcffYorOjHf3puhKzvPPHzrpUOMSXTy0eOHCEhoT1iLiD5/smjw6MzNIcUiTAkSOAoDjEhDqm0bFNTk22xZFmDaQrX9OmxRJMS4rGukhBKMlEBCbNNHxw9wTYKnT1YlpnStYV6DNE6x9/IBvv8vvweZEAGkqxBQw3+cZVgt3XOvmgqaWIpSBlC0H1SVhaDqVqVb1OQBePDSDZyS5tJez+DcIvRTe561FpbmkG5bFFSd66oGDY33+KLA1/fcHnN06wI7t19092F3ipF269Z6dIVktcQFQYjL+0/ACMYVQqA3sTHMglMLSRIn6Gxv6gtfbbpeLjEhQ9IgjBBSVct8C8QjThNf4WOco7x2Td3N6kuIqXteNr6J1ZlDaFQowamK25Yr78tXFitcnTlkYn15gnx+C+cEsZXZCg+oYvTJ/ccIeouk4zPsEPv6R2/O8AoRZ5LiPmZkd5JEwiNKzGgcvuAqZz94/0ffOKZnJjvLdQWje8oZ84mPMU+lPsw67ByAlMIzh9BZ9BzEQHKQPiBCcER5iv2bJBi4KpFQ17mJOCTBY6MwgqHfgzNwSbRbFoETVLYINaKYVHt1jZp4w70H0jYxO3wLUe5K7nXzN3h46hhkn372Be595Raze6cGM/IiiiMOSW7SGWf4qqUxsg6MOOLjfIw//YM3IbjDKs/Xa/zzdxxc9cbb7+HGa05NehICHTHWFk8e4LSkPplVjZNL991XRYtGE/MmEzhK3b3uzPYTNxQzgK5fSAFOm/PV2WrzolYcWrrvDOMRKoI2RMAQxz02GgN9QtkZCK5Q0kYZCuENRsMgwXzHfWZnL8Zk7ubE4dEUiys3ua8XJW51rsSdyWxjjmo5UulKtjLZLm3l4AgI396ZzlAU5O8UBahpA2mV8srbFxdnSIhGPp5NkVIZWp6dQU3dIvHCTg5YwNBmPppNcb8jB3UWe+MnOhkAABwxSURBVBVqwwW8JIMMIIlWxqTw0FycCSTj3gC1wI07jlFgivOtxgcAaZCDkUmuaTpwSiKUrqB7IUNuUdFBQBvlE0iYwPnoAE6oM3a/Tw84jsvP8evPXWl4b/8uYsLmZV6iEyRKCA7ZO8lHAoySqCgKkecuicizFBGZKkJo//f2W5TO6854r7VACK+OHqctxiEppBqNPgO1sH59ggGEJAguqVC3bo2QzQgQJ6i0M+99ctpibt0hJEwsetH1nRs5Vg45wvpr440hj17IkJOx5f2v7uMJHTIqznDx2H2feXN7j7PF9dIbOUoRYEZKyXdu30JB6tH/5xc/x7vvONZVLBnUym0Oe9MYJa3BVVt7UcAoCDFOQszvkErvKMWK+jeaWqHp1fWgwQma75jGhBSjtdLoSCDRrmo05DBvwhEigrm1ZxY+O6pawVJizYXAshcqXdcQpMg9bwUuSCDwbL3CjCC3B18vMB279+dofoAFrVPzm3M07QKaVLDbsvLvGTiwpj4No4Gkd/wEQ0HvwrJonCo93JpQKBI0nAl8RnN/fPD6dgMEMI6Eh0+tZVA961ECAdw9PRYaHe0TWkb4n3/l+lF+9vGXuEHu9m/9k7fwzjtOcfPw4BCj8RwFSTw8Ob3Ek+NetZrB2N78c2OabIxBQ89TKY2uVzBuWpxfn9PfnGIyc8l67121TXAhEPVq1Me/RmrctZQiBQpa83WFZMexUlvDYVp3X21XgfcQmGqQUV/ojReOsF6vcNa4d/ZXF5/hs3OXHGYv3sUf/fEfAgB+dPF/0Txw7QRMaQQ0z4NsBik2gowyHtHFhkh7lu8ztowBxhpiiCGGGGKIIZ7reGaqZ431pygpA1eaBwCuYAmy4EIgpMZgzjm07isPnRcFk4rBUElahgmCPAYad9JEA6QJnerDFtL0WatCa3rWhQChJ9DWiWsBgIwkliRep1qDkJpO9fYID9qmREDd6je/+x5+/J//AgCw5nM8unTjXSxr7B25nyvFoOhiTpjAOiEWkXL3BQCuzxf4ix//DLcJinprHmFCGfjVxz/DxUdODIxFKa56UaUs8qnnsmzRUXNuMs4R0TNYlQUE/Zxu6RsFAFmeICcgK0w6nF+4DPz0q8af0kfxBB1VxDpdw5BYGzhH3ZeGwxSMGEEiSKC7FUAVhqY1oB5uMAS+oTFJOUCO8ZNZ4nV2Vssa5bX7DrGXYm/kqmspayB7tkK+ZddgZ3yj7GwyR0KsvKv1ORb0+85oMMJIVNdgTRDAaDxGTAyIN6BwRcpYhdGIOMd44qpMHQI8Ktx1VfNdCNE3w3s3AURSbliK4ODENAgCIM5dVagsYjTEKGi+BRSJmqOhEnc4CqAU6QGZFlnm/m2ltK8aGDAs10sar/VeM2Ee4Ocfue/P4ikOXwceXrn5/L27L+Fw5qC6//Xhn+GUqgOCxd7rJk8ydKTJ0jYtJjcdXDTKRxgT26NWK3SkeZOTH9k2UZQGIc2n1mgPgcWRgiAtG65SmN6vj7XoOzSN3sjwM1ail0FhegJYC8Nd5aID0JKUvmQVDAmi5vmr2L3l1pLTL2r09vVHU400d7//9ccrNPS+S8lx8djN6/Vq+0ry4nqJSe6qnqEIsSbNrtXVMZbXZ/Q3JdZkL/A7776HCbELxynHgubt4WSK9G3SHCmvsTeOXckdwOn1ORrS74pjCUXVyUWxxJIqq0mcQdBcDRjDiJhdbR1hRdWFsriAIThPbYkpV4ZB9yy6IEJNYlOB0bBPeRdS4Qxi/wDmC/KDMgqCRB53XzhCs3b3Pc4TlOs1koA0vWSMEcHQTVejo2bYKMhB0xSd6tDSJFhXtYfyDAyq1s3/dBpCs55Nu71IawCDjqr4Wml0VGmp29bbIIVx4Ks094+Psbh21WZx/yFGZBPz4V9/iJs3HYz5g+//AL/3+z/EG++4ZtzRfA///b/9OQDgo48+9RBU03Ve40d1HVrVs2M3or9BIP06oLRCy/qm7e2hOqNqNNTMfnl2ivbCXXOc58hG5NrerGAWXwIAxkffgVVuHW1DAVkHdB9Cb8ly9423cHV6gvMnDtK79+UXuPOu8/z6N//+P2B3z7V3tCfv4/EH/wUA8OA3v0RA7vEijMHpOfJAQlNDtuEa6b5rB8nkN5d2npnsSCkB2y/YEQQpXUIqqL5MpZmn2xll/eJTN60v4ycQaOkli5MMUaDR9tCB4WBU+jNN9hR93EAT60pEEQS9QNzW0B15ptgR8sj1HySTOUJiv/TKvNuECENY7ibBzmyKf/evXKf+g68e4eOPiDK3KgFKFlrNYKks3DGGcUH+TrAo+xpa0eF//O05MmKTTEcccdhTehkIEsfRbu77La6SGBkxwXSQIZ/0qqkSlu5JmibgNKHZsxzP/uEY4xZ54krFq+Ica9o0I+ReGTqPZ36My9UScdarPBusSLxJIkDQJyvrGst1600wF5dXEKBrlszjtwIBaqJgc85xeOQm9G8+fYBq7SZryEcQJqbrGCEgRkVBwnD/WFhYlISVP7p3D2+8/hYAYCrHuCTxyvF47CG7uiygaZFo1teI5+6adtsaICixZgJBFuGydZ8/NynakMYXROgXFsa5V+zmnHsmoLXWl5sZs/45izhHr7NXV99Mk/yHEdgE8xHNoUiARW6xX9UlOmIExkkGRVBi23DEJBjZMYX5lHrhVOlZPDrgGE8lvvNdt+DsTSXGiXuek2mGFbHrEpGi69ycWS0uEZBURNFyrK6J8TKbY7UmDxvb+Xdwlu9sPcZqKSCoT0h1FqJy9zIKDSjHQMxsj6SCaQZLG7w28H1JYBIt9Wp1KoZQApI8raIkQo90GAUkkUvudnZfRrd0dO9OMOiI1p7kIdbEkFlXAUZzkpB4UuD00s2Vs+X272KeZQgIUnn8+DFSErOLQ4sl9TYYxvHpp+5aHhw/xJtvujXptbuvIGJurXzx7tu4or6V8vxrpKxCRc81nqS4XrjxfvHgPirqo4zHM9QgE+PrNWbElGKAZ3lNRiMkBNs16xI1re2t2g6PbBqgJqhNKAVQ71+WaKTEDjQhgyLY2RqLixOX2DGrYCKSo5iMUC1cEvTa/osIoshT2tMJx5xkSbhlYERvryzACPpSRmO9ItHHtsP8iNZW2+GKnlsmQ4xJ4O/kyelW4wOAR5dLn3BoraEIrmo7hYags7LQXnl+vT5DGPaCexbLpUu2iqLAJbUrfP75PXz4Vx/iD/7wXwAA3nnnHfzw977v/q5e4O9+4cQWldr4CCqtf4sC30NrXdf6nqIgDD0dX8rtYSxpO3DqFNq98yYWpAB98ulPUV27dWs0HkO2dABLpwjowBqHHGFMkLZl6BqSbeky7M53cPtVBxm+8d77UL2fJReoCGoPZ0e48f6/BQAk+y/i4oHrsVN1iZJMeZuaISJG7OjgDnZv3XXj1d/MjBxgrCGGGGKIIYYY4rmOZ3tjGe29sbquxZLYLLUGQNoGDCGaqreZFrAkE81ZijR1J8v5ZIZGuSw9DHNE+QRhSs1U50vMJy4rMzKDpJOpMRqYutNZlmWIqFt+8cmvcL10md4ofQE7Oy5L7FSMgk42fSa7VWiLbu3Kx9X5ExRfu8aov/+bv0cqXaZ5ay9wY4bTOSvp9BDBIqRu+AYGnW/aZigNQ19g0pXFiErJecgR0L27rBTGMflpQSFifbP1GqIieGk0QUwZbJiMEFGzcC/fv01cXZ0Dyn1usWhAh3SkSehL2XESIsvcSTGqAy/K1hQ18r5kXBVo6EYUZYOqVDg9IQf4usHMoYEQwiIiLQhoiaZ2FZrJeAp5x2X8Dx488k3uVdGioYbfvd05AoI+rs+vtxpfpzVachX/8t4nqEmA8vDwAKPMzRsepCjo5NBU1YZNwYxnOmgGhFSdq1QHFSo8JCv7y+lrELmrAEkuoHudKVj0VZ5OK8/LYozB9v9lrRd1ZFxu3NeD7a0UxukYiuAjpSvfpD8exSjJo4lZgVC6U26nJEBVuygUyKg0omoLSRC0FAyrpsVsQnom5gwff3ZG39F6XRRmAEEVW60tWE9RsyFOT4kptDvChNyn63UNQc2QasuKAACsFgxEVALn8BBIFVrUxHrUrPL32DUn96QJjo7YYIxFiBOyWygURBsgjtxzjKPWw466HCNLnUZRmhlY6Vh5cpRgRvJHcf4QDz4nAVTsYL7vxlNdLkCFSZwvtq8kx3GMgmwe6qqEoaqLjpi39+i0hiGNmNY2eHDiOqc/+On/Rhg6SOB333sXEaMqeLCPhxfHuCKdnfneHGvtnsu6E1iRPhOKYnNfqhaVJibSzi5agh1Zo2FM34ogUdNiYTdc3GfG4vIKvUF3GAovtLqzc4g86rW0Oixprb4+K9AjDyLnCPZIKDHk4MT0NNwCYQBNkLsWQBhTRUNbNORzd7q4wIzmLFoF0P0c5SH4LfclaZ4Cq74CKBCTcKZqt3cELzTQuyFYyzfQWQeQywHWZQcZ9NWk0jfOGmO95xeY9XY2rdL45LMvcELspp/+9c/x7nsO0nr9zbsw1j23L764j5aqKVprGNtXNg26bgNp9esbZ8z/vq63H6NtazCyAuLgmOzeprEEOHvomv2L82Pcvev2+HZ9gYA8uLg1HjEAC8A3plkIBUeq3VjSIMHJlatstXWFgKriuqmhqB1m+sYP/XWvTr/Gze85z7dkdoAwJyJLFAIE67fdN5MFni0q2DksHOhVid2m15WAkG5DOty/id2XyZCLhx4qiKMxJpkrYUvV4Jh/Qr+fYPeFW7CdW6A/O/sIjLr/83wX/a6gtX6q7MZQUaJlmEY8dYNcdwYXj8hunifoqITVq1JuE3p1gfqSfKiePMCjR+7n0+sSk5G74bf2BB5f9LisRUsL7EIbkA8magOMx+4lunMgMR1LjIhNNskkcvrDcSQxpt/nSYhx6lb3MOBIwt4kk3l8NU0FGNzYmWoQ9XTm8atbj7FdC5ytqDsfNXKi4TLDfLITJTFGdF9zNvLKt1VVIaWeFm0YLq7cc1uvV6jrBiVBVEEQ+Zc+y1PvcXZ1dQwZbRamJHS/v3FwiClBdYeHN3wPjOCBx7239ebTML7cXjU1rpYusR7PE0wm5EPTdqir/kWwnrEnwgCGNv/d2QwRKSA/OT9HwIG4cOVtGS1xETq4J2UG/dRUSnulX3Du6Z+cc19i1tr81qbfM6nCaDuhNgBQ3dIbc0ZBgMWKWFehhQFRiA2gqVfDqgp9IlCrBiEtXDJm3peoNQoBAyD76zyHkm5h7MylZ94VqvK9e0JEnnUnogAdjfHzew/wyl23IEoe+56dstkeqmtriWrtrjkbcXQkOFbVbJMUGOPZZwB8w5TWgCIj2mV9ja4jNWG7C9WM0FHfmLQxUtYLoeXgzEEoj578BFV7DAB47Z2XkI2IQqxqpNLRWqtyjbpxc0uOQ0QkCbG63J4ZydjTMDvbCME1nRdw5UGA+dydHFqlcPLImXE2xTUaUkn+4C9PYPtGRmNd7whtgjcajoxg6PEs9XO1Lkq0lGi1VmNNKvYySPw1lY1CnrmE6vxi4VlPaktV+p1ZCkvvg24rHBJUdiNN0WlKyrMAgsT0DmZTqH165mOJiBLm8+oK0cT9zcnFJbSqcbjnrqtclwh7r8H1GmeXBd23ENW1G5+qG4yo305yDsHdGhbKACX1Y7WixJjgMFtt/wy5lB66NmYjwsi1haC9RwQB1tQzZwG/zoLBK0Nbq9HQM9RWgwmNZeGew+f3HuKEzGAPj/ZxsPsiAODWrZs4Pnbz1CU7lOxb42Fz/RS8xRjzsJeH0rYI2xQoCvLcUyUigqVmB0cA9SIef3KGX37gBFIPXv1d3Nlx7wmTEkb1HpnC7wtg3LHKSFTXNivYyu1L9375BDUdOyfjMWJqmblx+xYK2g/GB7cwf+ktuncASA7DlNew1BMcyW8GqwYYa4ghhhhiiCGGeK7jmZWd3fHbiKkpU4oRJiPqlu60F09L09T/zDlHRSc5qyQsWRrorgYzLjtL4l1IzXFNJ1OeSAhGDtmrc/DAZfNSSlyTtUBTV5BUlg3DCC25gwcix1FKp7QsgUEPoW2fpZdXp2iIRqSU9hWV0ShBSte4O+VgxLRaFBqSSg5ta0ESALgzC3Fr12XON+YhsjhATI2c40RiTHDKOIkwIvZZEkfeIVhI7puwrTU+Y7fWgNPRLA4YLp+4rvj7Jwvc+f3txih0jKokz7GRQEK+NG2nN95nnPsmRM6Nt+rgnEP0lQgRIiMto/PzE1xeXnmdkzBNIHqX3Cjyp++y6LA/ciesUTrBfOaa2AQCLK5J28Nu4Ih1sfSneKO2q9A1dYOamuDGkxQTOhGGIceKTlfFukZDPh+MMS/4x9xRC4CDXPrnP52OYKxBRJUdcfrnaPfdv2VuvI2IGiktl77Eb586RfVNqIA7/fXNg4wxX7Hk4bdwWjYtcmJdRVGIXoKqsTVKEnyrmwokK4SqLBCSgFzdbGTlobVv6nXPViKhU/ZisUAyctd/+6VdHJ+6U5ctaoAYTO0aHh5QRvl6/vqsRN249+Vobx/7u8Sg+DaswWQPq4Vr0g0j7l3mBWcwxAZqlYGvituNd59WDHVNc6is0XWkYWQO0NVT6MDdmP3Ji9gnAT0pz3GxciSE6/OVf68nh2foNAnV1Qqj0FVRI3kPC+WqLEk4QibIa6jerpGerhSW1ikmORoS4NOq8+QD3jEsL3t4uPYeRcxs5mpXt34+G2MckYHuxaPHj5EmvQaPQNCzGycBSrpWVXN0Te8fpnwloK5K793Uqto9Y8C/2/9Y3N6doSViQVt1OOjF+uo1ZEDNyqMMAUFwSZoiv+WqLsmIoSYG7smywJosbjqr0ZYciqwdkjiEJJ0saxUYkQ2SMPZVy6puUAn3zINQIqHKujAaGb1/qqswnrp5GofbswaNadGXK4zqvP5cZxU0UzSWGDXBzsYYz6ayxsL06wWY93E0zMC2HRhhgHGSA8y97+dnNcrV1zT2xK8tYRh6/yzGma8eG2N+S/SwJ018m8qOUgVC3le/Exi4e8zUAnOqvsnXvodLQiaS6T4sPfemq/w7ymFg6T4wZiGZgKDKEJcBEtpXi4uH+Mu//QUA4MbRDYBY1t9//3ewt+s06nb3dgFFHplMgxH7UnONiha+s7MrfBMl4pmr7Z2jf9azGQEIr9wYBpsXtq4alMRIEkKgIcwsDjIIWhSLukKYuklVGgY0ypesdm+/ApAHim6sLwkGgQTnpJIZxwgtdXcbg4TgImWsV/flgYA228NXflSC+wUzjmPskRjedzrlN/yzVeMZZ0pbqK5XjTXef2iUSIypL2KcBsiTACnBUoHg3ugyCgWSqFfZDRDQpik592J/QnB0ba8ei41QIwcuLt0i/MXxQ/zxlmPsOrMxTAxDT+llxvqkqqhLtFR6TKLIJ7DWMlxT932S5hByQ29smgZSUlLEItT1xqCxpkU1kCl2Zm6yHh3dQETPy94CFgvXM3BxfoU873tNWk89V812m4gxFknuPrMvdpHQS61UC9WXlSUgiEVXlS0WdB+lCHFwy82zitfI8l5t1qCsFTq6P9PmBObRhwCAs2CE1dyVbLlsEXn/V+FptybWvnRtrEHXU8K1Bni/2G0flVVgpKlQlC0sehqpBT02rKoCJTWSjMaZ74kKw9BDkcV1gZY2uSAUYGCIiLUVCI0wc5/Z3YkxnrlntSpLLC7cv/vV52fQdOVatd4DjXPuRQwfPXyCHUoozLYy2ACyZOb7j5qqRN/M0SqGTvcHDIBskWD1ZiHvONAQK61rLZQu6Ps7MD5HErsPzeY5srGDoqr6a9/f19URTEDQYPfIJ1pdvYOxdUzGcXqJy7UbzywcIVVu3uRmezjSWgZOPXvWanDqbbJCe+q41sqrAnPO/TziXPiDXBAEkFTqV0pBa+03XWsZ1sSuaiRHSJBtILhfL3fiCBn1xgkp/LsraU6474jQ9X5HW6pDZpLB0vzK0wSjEakxq2YDX9gGmvoTGymQk+Ls3uEI55dujo87gXHgYCupgCxkYCSHkSQh5omD+WqzRELzP+EaKSnvqqpAQPMnSQII2q+MarE3d3MzNzE47Rkx2z4pN23r9xr2FANMCCCgyZnnCQTt+FXZ+L4ZY8yGzv+UQCADc31+fRJlrD9UJEnuD87AJmmx1vpkx1rrn9vT/2th/eGmT463iZ//9APPDo7TBBlBm2kYIqRriaMEL77u+oqYYDCFo5QztjHjbqxBQ/Cq6lpyXKD9hzPvhZdiibdecN+h9AW4oGLI9X1Mjtx3rK5O0ZFyfFmXWBEk+/j4Coul+9lyie/+6f9/TAOMNcQQQwwxxBBDPNfx7Dq65dCmL/03YNgIyAXBJrvsm+yCMEBEGg1t00BQSU+mGSLhfl8rjlJrpGNXAm7bCoYYTdlo0/glZQBO4oFGGyyrvjkzQe8GYW3jxQqjJIchvYPuW+jsQMboSTFMBJChOxnIcCOAN12sURILKQyk97kSDF4/Jw5DhCQEkUQCYbA5hTEmwPpyvjUQ1KkugwCSuvEDKT1cJRiDoZp013XQdKLnDHjpZUcTmdDJeZvgsYWgU9+yKqDXdLIPhG/UXa/X/pSRhhmkoKZkpfDwITXphpdIx71AVYgszTdZOiQY78uAxje0jrIpdiYOugp4iNWVq+Y0VY2ImpUXi6V365YB95ouxWq75ta2rcHpFBfFgb/XymiU5ElVFS3qpmcxdN4TScoA+ZyaV02IiKpxoWAQQiLNXNXDSgFJJ4nm6x+jrJ0rfb3zAmoqyYswhu2rUkr3ElVOc8f0JzazgVm/RWlnuV5hQb5iSZJAm75hWIAxdx8ZWszn7nrD0PnoAIDuWg9jxnGApBfxVArGaKxX5LMlI0RRr+UjMRGujJ7nOXLyOGIswoP7ron/ell5eO5pTS4hYjx84P6mrLZnnAVhiFs3HGTU2q9RKvdvMA40pMtVc+tZG4JZ9K9VYy16jUajGBR5s0VBhzCYg9FSV7ZPwKrH7uf1GjWJn2mVQPUNj1pBUbOwbWdIhKsi7IzGOFkRfN8G4Neuudna7eGBrtVPaYlxSHKQ5xywZlP9e9oSwK+vQQAp+yoP9yf8IAjc3xGM0KnOV6thNUqqkDJYHBDb6fYLr6A//WutcXHpxhLHEZLUnbDDJIMiiOjsfDsdGsuBhubEeD7HBT0HSIMRVb7LqoCldVNVFSrWV2BSWGJvBaHFaOwqT826xGQSgRNzVVUVKmLqtbLyLK9JHiIjMdOuThAQXB9EsW+YbVTn9xtmDSKqUoTYvgKZxtkGfnqq5UAp5fcejg0MrwPlxVuVst56wzD4BnsGAMb4/ayp11gSGdXoBipx75GUEkJs5kAP4ZmnmvYZY/6aHNZL/8eWTeYA8B//03/FiOZBEifIR+77p6PUW/PEaYCU2jDycY4douMGYejh6+vl2lcyV6sV8vEEmtaJsqqREbzY1gVC2ntDnmGfqm8iP8DxBekSlY1nsLIgRXrk/v6VmwEiqlI+i/TBemxviCGGGGKIIYYY4nmMAcYaYoghhhhiiCGe6xiSnSGGGGKIIYYY4rmOIdkZYoghhhhiiCGe6xiSnSGGGGKIIYYY4rmOIdkZYoghhhhiiCGe6xiSnSGGGGKIIYYY4rmO/weXzsUIOpq7qgAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "# An important way to gain intuition about how an algorithm works is to\n",
    "# visualize the mistakes that it makes. In this visualization, we show examples\n",
    "# of images that are misclassified by our current system. The first column\n",
    "# shows images that our system labeled as \"plane\" but whose true label is\n",
    "# something other than \"plane\".\n",
    "\n",
    "examples_per_class = 8\n",
    "classes = ['plane', 'car', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "for cls, cls_name in enumerate(classes):\n",
    "    idxs = np.where((y_test != cls) & (y_test_pred == cls))[0]\n",
    "    idxs = np.random.choice(idxs, examples_per_class, replace=False)\n",
    "    for i, idx in enumerate(idxs):\n",
    "        plt.subplot(examples_per_class, len(classes), i * len(classes) + cls + 1)\n",
    "        plt.imshow(X_test[idx].astype('uint8'))\n",
    "        plt.axis('off')\n",
    "        if i == 0:\n",
    "            plt.title(cls_name)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "tags": [
     "pdf-inline"
    ]
   },
   "source": [
    "### Inline question 1:\n",
    "Describe the misclassification results that you see. Do they make sense?\n",
    "\n",
    "\n",
    "$\\color{blue}{\\textit Your Answer:}$\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Neural Network on image features\n",
    "Earlier in this assigment we saw that training a two-layer neural network on raw pixels achieved better classification performance than linear classifiers on raw pixels. In this notebook we have seen that linear classifiers on image features outperform linear classifiers on raw pixels. \n",
    "\n",
    "For completeness, we should also try training a neural network on image features. This approach should outperform all previous approaches: you should easily be able to achieve over 55% classification accuracy on the test set; our best model achieves about 60% classification accuracy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": [
     "pdf-ignore"
    ]
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "(49000, 155)\n(49000, 154)\n"
     ]
    }
   ],
   "source": [
    "# Preprocessing: Remove the bias dimension\n",
    "# Make sure to run this cell only ONCE\n",
    "print(X_train_feats.shape)\n",
    "X_train_feats = X_train_feats[:, :-1]\n",
    "X_val_feats = X_val_feats[:, :-1]\n",
    "X_test_feats = X_test_feats[:, :-1]\n",
    "\n",
    "print(X_train_feats.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "tags": [
     "code"
    ]
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "Round 1\n",
      "current training learning_rate: 1.7\n",
      "current training reg: 0.01\n",
      "current training batch_size: 500\n",
      "iteration 0 / 3000: loss 2.302585\n",
      "iteration 100 / 3000: loss 2.347380\n",
      "iteration 200 / 3000: loss 3.010265\n",
      "iteration 300 / 3000: loss 3.292887\n",
      "iteration 400 / 3000: loss 3.392813\n",
      "iteration 500 / 3000: loss 3.692747\n",
      "iteration 600 / 3000: loss 3.614424\n",
      "iteration 700 / 3000: loss 3.752330\n",
      "iteration 800 / 3000: loss 3.776387\n",
      "iteration 900 / 3000: loss 3.840589\n",
      "iteration 1000 / 3000: loss 3.771350\n",
      "iteration 1100 / 3000: loss 3.913430\n",
      "iteration 1200 / 3000: loss 3.820358\n",
      "iteration 1300 / 3000: loss 3.845084\n",
      "iteration 1400 / 3000: loss 3.815428\n",
      "iteration 1500 / 3000: loss 3.842317\n",
      "iteration 1600 / 3000: loss 3.775989\n",
      "iteration 1700 / 3000: loss 3.737527\n",
      "iteration 1800 / 3000: loss 3.809314\n",
      "iteration 1900 / 3000: loss 3.797651\n",
      "iteration 2000 / 3000: loss 3.830112\n",
      "iteration 2100 / 3000: loss 3.808387\n",
      "iteration 2200 / 3000: loss 3.755331\n",
      "iteration 2300 / 3000: loss 3.779870\n",
      "iteration 2400 / 3000: loss 3.766776\n",
      "iteration 2500 / 3000: loss 3.809032\n",
      "iteration 2600 / 3000: loss 3.832750\n",
      "iteration 2700 / 3000: loss 3.886351\n",
      "iteration 2800 / 3000: loss 3.844328\n",
      "iteration 2900 / 3000: loss 3.889524\n",
      "Validation accuracy:  0.578\n",
      "Round 1 find the best acc so far is \n",
      "best_acc: 0.578\n",
      "best_acc: 0.578\n"
     ]
    }
   ],
   "source": [
    "from cs231n.classifiers.neural_net import TwoLayerNet\n",
    "\n",
    "input_dim = X_train_feats.shape[1]\n",
    "hidden_dim = 500\n",
    "num_classes = 10\n",
    "\n",
    "#net = TwoLayerNet(input_dim, hidden_dim, num_classes)\n",
    "best_net = None\n",
    "\n",
    "################################################################################\n",
    "# TODO: Train a two-layer neural network on image features. You may want to    #\n",
    "# cross-validate various parameters as in previous sections. Store your best   #\n",
    "# model in the best_net variable.                                              #\n",
    "################################################################################\n",
    "# *****START OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n",
    "\n",
    "pass\n",
    "# best_acc=0\n",
    "# for bs in [200,400,600]:\n",
    "#     for lr in [1e-3,1e-4,1e-5,1e-6,1e-7]:\n",
    "#         net = TwoLayerNet(input_dim, hidden_dim, num_classes)\n",
    "#         print(bs,lr)\n",
    "#         stats=net.train(X_train_feats,y_train,X_val_feats,y_val,\n",
    "#         num_iters=1500,batch_size=bs,\n",
    "#         learning_rate=lr,learning_rate_decay=0.9,reg=0.5,verbose=True)\n",
    "\n",
    "#         val_acc=(net.predict(X_val_feats)==y_val).mean()\n",
    "#         if val_acc>best_acc:\n",
    "#             best_acc=val_acc\n",
    "#             best_net=net\n",
    "\n",
    "##由于训练时间过长，这部分我没完全跑通\n",
    "batch_size_choice = [8, 40, 80, 160, 500,800 ,900, 1000]\n",
    "learning_rates_choice = [1.7]\n",
    "reg_choice = [0.01]\n",
    "batch_size_choice =[500]\n",
    "num_iters_choice = [1200]\n",
    "\n",
    "round = 0\n",
    "val_acc = 0.0\n",
    "best_acc = 0.0\n",
    "\n",
    "# Train the network\n",
    "for batch_size_curr in batch_size_choice:\n",
    "    for reg_curr in reg_choice:\n",
    "        for learning_rate_curr in learning_rates_choice:\n",
    "            round += 1\n",
    "            print (\"Round\", round)\n",
    "            print( \"current training learning_rate:\",learning_rate_curr)\n",
    "            print( \"current training reg:\",reg_curr)\n",
    "            print( \"current training batch_size:\",batch_size_curr)\n",
    "            status = net.train(X_train_feats, y_train, X_val_feats, y_val, num_iters=3000, batch_size=batch_size_curr,\n",
    "                                    learning_rate=learning_rate_curr, learning_rate_decay=0.95,\n",
    "                                    reg=reg_curr, verbose=True)\n",
    "            # Predict on the validation set\n",
    "            val_acc = (net.predict(X_val_feats) == y_val).mean()\n",
    "            print ('Validation accuracy: ', val_acc)\n",
    "            if val_acc > best_acc:\n",
    "                best_acc = val_acc\n",
    "                best_status = status\n",
    "                print( \"Round %d find the best acc so far is \" %(round))\n",
    "                print( \"best_acc:\",best_acc)\n",
    "print(\"best_acc:\",best_acc)\n",
    "# *****END OF YOUR CODE (DO NOT DELETE/MODIFY THIS LINE)*****\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "id": "nn_test_accuracy"
   },
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "0.121\n"
     ]
    }
   ],
   "source": [
    "# Run your best neural net classifier on the test set. You should be able\n",
    "# to get more than 55% accuracy.\n",
    "\n",
    "test_acc = (best_net.predict(X_test_feats) == y_test).mean()\n",
    "print(test_acc)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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